Head-to-head comparison across 25 high-difficulty extraction tasks spanning e-commerce, legal, medical, finance, and logic domains.
25 Extraction Tasks
Hand-crafted extraction tasks across 5 domains (E-commerce, Legal, Medical, Finance, Logic). Each rated difficulty 4–5, designed to expose ambiguous entities, nested structures, multi-step reasoning, and type coercion.
Deterministic Scoring
Every response is scored with field-level deterministic comparison - booleans and numbers checked exactly (5 % tolerance for numbers), strings compared via embedding cosine similarity. A field is marked correct when similarity ≥ 80%. Arrays are matched element-by-element. Scores range 0–100 per task.
Consistent & Reproducible
Each model runs every task once under identical conditions (same prompts, same schema). Results are timestamped and versioned so you can track changes over time.
Each task shows the input, both model outputs, and the accuracy score.
Nike Air Max 97 OG QS "Metallic Gold" Bullet — Titanium Violet / Varsity Red — Men's US 10.5 — 2018 Retro Release
{
"brand": "Nike",
"model": "Air Max 97 OG QS",
"colorway": "Metallic Gold",
"color_1": "Titanium Violet",
"color_2": "Varsity Red",
"size": "US 10.5",
"gender": "Men's",
"year": "2018",
"edition": "Retro Release"
}Incorrect/missing fields: color_1, color_2, year, edition, colorway
All fields correct
Apple MacBook Pro 14" M3 Max (16-core CPU / 40-core GPU) — 48GB Unified Memory — 1TB SSD — Space Black — AppleCare+ Bundle — Open Box Like New
{
"brand": "Apple",
"model": "MacBook Pro 14\"",
"chip": "M3 Max",
"cpu_cores": 16,
"gpu_cores": 40,
"memory_gb": 48,
"storage": "1TB SSD",
"color": "Space Black",
"condition": "Open Box Like New",
"includes_warranty": true
}Incorrect/missing fields: model, chip, memory_gb, storage, includes_warranty
All fields correct
Olaplex Hair Perfector No. 3 — 100ml (3.3 fl oz) × 3 Pack — $89.97 ($29.99/each) — Sulfate Free — Salon Professional — Ships from Authorized Dealer
{
"brand": "Olaplex",
"product_name": "Hair Perfector No. 3",
"volume_ml": 100,
"volume_oz": 3.3,
"pack_quantity": 3,
"total_price_usd": 89.97,
"unit_price_usd": 29.99,
"is_sulfate_free": true,
"seller_type": "Authorized Dealer"
}Incorrect/missing fields: volume_ml, volume_oz, pack_quantity, total_price_usd, unit_price_usd, is_sulfate_free, seller_type
All fields correct
Sony WH-1000XM5 ワイヤレスノイズキャンセリングヘッドホン ブラック — Bluetooth 5.3 / LDAC — 30hr Battery — 100V-240V AC Adapter — JAN: 4548736132351 — Japan Domestic Model
{
"brand": "Sony",
"model": "WH-1000XM5",
"type": "Wireless Noise Cancelling Headphones",
"color": "Black",
"bluetooth_version": "5.3",
"audio_codec": "LDAC",
"battery_hours": 30,
"voltage_range": "100V-240V",
"jan_code": "4548736132351",
"region": "Japan Domestic"
}Incorrect/missing fields: type, bluetooth_version, audio_codec, battery_hours, voltage_range, region
All fields correct
Tiffany & Co. Soleste Round Brilliant Diamond Engagement Ring — 1.52ct E/VVS2 — Platinum Setting with 18K Rose Gold Accent Band — GIA #2215847290 — Size 6.5 — Retail $42,800
{
"brand": "Tiffany & Co.",
"collection": "Soleste",
"stone_type": "Round Brilliant Diamond",
"carat_weight": 1.52,
"color_grade": "E",
"clarity_grade": "VVS2",
"primary_metal": "Platinum",
"accent_metal": "18K Rose Gold",
"gia_report_number": "2215847290",
"ring_size": 6.5,
"retail_price_usd": 42800
}Incorrect/missing fields: collection, stone_type, primary_metal, accent_metal, gia_report_number, retail_price_usd
All fields correct
MASTER SERVICES AGREEMENT dated January 15, 2026. Section 8.2 (Limitation of Liability): Except for Vendor's indemnification obligations under Section 9.1 and breaches of Section 12 (Confidentiality), in no event shall either party's aggregate liability under this Agreement exceed the greater of (a) the total fees paid or payable by Client in the twelve (12) month period immediately preceding the event giving rise to the claim, or (b) Five Hundred Thousand Dollars ($500,000). Notwithstanding the foregoing, Vendor's aggregate liability for indemnification claims under Section 9.1 shall not exceed Two Million Dollars ($2,000,000). Section 8.3: IN NO EVENT SHALL EITHER PARTY BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, OR PUNITIVE DAMAGES, REGARDLESS OF THE CAUSE OF ACTION OR THEORY OF LIABILITY, EVEN IF SUCH PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. The foregoing limitation shall not apply to breaches of Section 12 (Confidentiality) or willful misconduct.
{
"general_liability_cap": "$500,000",
"general_liability_basis": "Greater of 12-month fees or $500,000",
"indemnification_cap": "$2,000,000",
"indemnification_section": "9.1",
"consequential_damages_excluded": true,
"consequential_damages_exceptions": [
"Confidentiality breaches",
"Willful misconduct"
],
"liability_cap_exceptions": [
"Indemnification under Section 9.1",
"Confidentiality under Section 12"
]
}Incorrect/missing fields: general_liability_cap, general_liability_basis, indemnification_cap, indemnification_section, consequential_damages_excluded, consequential_damages_exceptions, liability_cap_exceptions
Incorrect/missing fields: general_liability_cap, general_liability_basis, indemnification_cap, indemnification_section, consequential_damages_excluded, consequential_damages_exceptions, liability_cap_exceptions
Section 14 — TERMINATION. 14.1 Termination for Convenience: Either party may terminate this Agreement upon ninety (90) days' prior written notice to the other party. 14.2 Termination for Cause: Either party may terminate this Agreement immediately upon written notice if the other party: (a) materially breaches this Agreement and fails to cure such breach within thirty (30) days after receiving written notice; (b) becomes insolvent, files for bankruptcy under Title 11, or has a receiver appointed for substantially all of its assets; or (c) is acquired by a direct competitor of the non-breaching party ('Change of Control'). 14.3 Effect of Termination: Upon termination under 14.1, all prepaid but unused fees shall be refunded pro rata. Upon termination under 14.2(a), the breaching party shall forfeit any unused prepaid fees. Upon termination under 14.2(b) or 14.2(c), fees shall be handled in accordance with Section 7.4.{
"termination_for_convenience.notice_period_days": 90,
"termination_for_convenience.available_to": "Either party",
"termination_for_cause.triggers": [
{
"type": "Material breach",
"cure_period_days": 30
},
{
"type": "Insolvency/Bankruptcy",
"cure_period_days": 0
},
{
"type": "Change of Control",
"cure_period_days": 0
}
],
"termination_effects.convenience": "Pro rata refund of prepaid unused fees",
"termination_effects.cause_breach": "Breaching party forfeits unused prepaid fees",
"termination_effects.cause_insolvency_or_change_of_control": "Per Section 7.4"
}Incorrect/missing fields: termination_for_convenience.notice_period_days, termination_for_convenience.available_to, termination_for_cause.triggers, termination_effects.convenience, termination_effects.cause_breach, termination_effects.cause_insolvency_or_change_of_control
Incorrect/missing fields: termination_effects.cause_insolvency_or_change_of_control
Section 6 — INTELLECTUAL PROPERTY. 6.1 Work Product: All deliverables, work product, and inventions conceived, created, or developed by Vendor in the performance of this Agreement ("Work Product") shall be considered "works made for hire" as defined by the U.S. Copyright Act. To the extent any Work Product does not qualify as a work made for hire, Vendor hereby irrevocably assigns to Client all right, title, and interest in and to such Work Product, including all intellectual property rights therein. 6.2 Pre-Existing IP: Notwithstanding Section 6.1, Vendor retains all right, title, and interest in and to any tools, frameworks, libraries, methodologies, and know-how that: (a) existed prior to this Agreement; (b) were developed independently outside the scope of this Agreement; or (c) are of general applicability and not specific to Client's business (collectively, "Pre-Existing IP"). To the extent any Pre-Existing IP is incorporated into the Work Product, Vendor grants Client a perpetual, irrevocable, worldwide, royalty-free, non-exclusive license to use, reproduce, and modify such Pre-Existing IP solely as embedded in the Work Product. 6.3 Residual Knowledge: Nothing in this Agreement shall restrict Vendor's right to use general skills, knowledge, experience, and ideas retained in the unaided memories of Vendor's personnel, provided such use does not infringe Client's patents or copyrights in the Work Product.{
"work_product_ownership": "Assigned to Client",
"assignment_mechanism": "Work made for hire + irrevocable assignment fallback",
"pre_existing_ip_ownership": "Retained by Vendor",
"pre_existing_ip_categories": [
"Prior tools/frameworks",
"Independently developed",
"General applicability"
],
"pre_existing_ip_license_to_client.type": "Non-exclusive license",
"pre_existing_ip_license_to_client.scope": "Use, reproduce, modify as embedded in Work Product",
"pre_existing_ip_license_to_client.duration": "Perpetual",
"pre_existing_ip_license_to_client.royalty": "Royalty-free",
"pre_existing_ip_license_to_client.territory": "Worldwide",
"residual_knowledge_clause": true,
"residual_knowledge_limitation": "Must not infringe Client's patents or copyrights"
}Incorrect/missing fields: work_product_ownership, assignment_mechanism, pre_existing_ip_ownership, pre_existing_ip_categories, pre_existing_ip_license_to_client.type, pre_existing_ip_license_to_client.scope, pre_existing_ip_license_to_client.duration, pre_existing_ip_license_to_client.royalty, pre_existing_ip_license_to_client.territory, residual_knowledge_clause, residual_knowledge_limitation
Incorrect/missing fields: pre_existing_ip_categories, work_product_ownership, assignment_mechanism, pre_existing_ip_ownership, pre_existing_ip_license_to_client.type, pre_existing_ip_license_to_client.scope, residual_knowledge_limitation
Section 15 — FORCE MAJEURE. 15.1 Neither party shall be liable for any failure or delay in performing its obligations under this Agreement (other than payment obligations, which shall not be excused) where such failure or delay results from Force Majeure Events including, but not limited to: acts of God, fire, flood, earthquake, epidemic, pandemic, war, terrorism, civil unrest, government sanctions, embargoes, strikes or labor disputes (excluding those involving a party's own employees), power grid failures, or internet backbone outages. 15.2 The affected party must provide written notice within five (5) business days of the Force Majeure Event's commencement, including a reasonable estimate of the expected duration. The affected party shall use commercially reasonable efforts to mitigate the impact. 15.3 If a Force Majeure Event continues for more than one hundred and twenty (120) consecutive calendar days, either party may terminate this Agreement upon written notice without penalty.
{
"payment_obligations_excused": false,
"notice_period_business_days": 5,
"notice_requirements": [
"Written notice",
"Reasonable duration estimate"
],
"mitigation_standard": "Commercially reasonable efforts",
"termination_threshold_days": 120,
"termination_penalty": false,
"excluded_events": [
"Strikes involving own employees"
],
"included_events": [
"Acts of God",
"Fire",
"Flood",
"Earthquake",
"Epidemic",
"Pandemic",
"War",
"Terrorism",
"Civil unrest",
"Government sanctions",
"Embargoes",
"Strikes/labor disputes",
"Power grid failures",
"Internet backbone outages"
]
}Incorrect/missing fields: payment_obligations_excused, notice_period_business_days, notice_requirements, mitigation_standard, termination_threshold_days, termination_penalty, excluded_events, included_events
Incorrect/missing fields: payment_obligations_excused, notice_period_business_days, notice_requirements, mitigation_standard, termination_threshold_days, termination_penalty, excluded_events, included_events
Section 11 — RESTRICTIVE COVENANTS. 11.1 Non-Competition: For a period of eighteen (18) months following termination of employment for any reason, Employee shall not, directly or indirectly, engage in, own, manage, operate, consult for, or be employed by any Competing Business within the Restricted Territory. "Competing Business" means any entity that derives more than twenty percent (20%) of its annual revenue from products or services substantially similar to those offered by Company. "Restricted Territory" means the United States, the United Kingdom, and any country in which Company generated more than $5,000,000 in revenue during the twelve (12) months preceding termination. 11.2 Non-Solicitation of Employees: For a period of twenty-four (24) months following termination, Employee shall not recruit, solicit, or induce any person employed by Company (or who was employed within the six (6) months preceding such solicitation). 11.3 Non-Solicitation of Customers: For a period of twelve (12) months following termination, Employee shall not solicit any customer or prospective customer with whom Employee had material contact during the last twenty-four (24) months of employment. 11.4 Non-Disparagement: For a period of thirty-six (36) months following termination, Employee shall not make any public statements that disparage or defame Company, its officers, directors, or products. This obligation is mutual — Company shall instruct its officers and directors to refrain from disparaging Employee.
{
"non_compete.duration_months": 18,
"non_compete.scope": "Engage, own, manage, operate, consult, or be employed",
"non_compete.competing_business_threshold": "20% of annual revenue from similar products/services",
"non_compete.restricted_territory": [
"United States",
"United Kingdom",
"Countries with >$5M Company revenue in prior 12 months"
],
"non_solicitation_employees.duration_months": 24,
"non_solicitation_employees.lookback_months": 6,
"non_solicitation_customers.duration_months": 12,
"non_solicitation_customers.contact_lookback_months": 24,
"non_disparagement.duration_months": 36,
"non_disparagement.is_mutual": true,
"non_disparagement.company_scope": "Officers and directors"
}Incorrect/missing fields: non_compete.duration_months, non_compete.scope, non_compete.competing_business_threshold, non_compete.restricted_territory, non_solicitation_employees.duration_months, non_solicitation_employees.lookback_months, non_solicitation_customers.duration_months, non_solicitation_customers.contact_lookback_months, non_disparagement.duration_months, non_disparagement.is_mutual, non_disparagement.company_scope
Incorrect/missing fields: non_compete.scope, non_compete.competing_business_threshold, non_disparagement.company_scope
Patient: Female, 67yo, presents to ED with acute onset chest pain (started 2 hours ago, 8/10 severity, substernal, radiating to left arm), on a background of chronic stable angina (diagnosed 2019, managed with isosorbide mononitrate 60mg QD). History of Type 2 DM (HbA1c 7.2%, on metformin 1000mg BID + empagliflozin 25mg QD), hypertension (BP 168/94 on arrival, home meds: amlodipine 10mg + lisinopril 40mg), and previous NSTEMI (March 2023). Allergies: Aspirin (urticaria), Atorvastatin (myalgia — switched to rosuvastatin 20mg). Current vitals: HR 96 bpm, RR 22, SpO2 94% on RA, Temp 36.8°C.
{
"demographics.sex": "Female",
"demographics.age": 67,
"chief_complaint": "Acute onset chest pain",
"presenting_symptoms": [
{
"symptom": "Chest pain",
"onset": "Acute",
"duration": "2 hours",
"severity": "8/10",
"location": "Substernal",
"radiation": "Left arm"
}
],
"chronic_conditions": [
{
"condition": "Chronic stable angina",
"diagnosed": "2019",
"status": "Managed"
},
{
"condition": "Type 2 Diabetes Mellitus",
"marker": "HbA1c 7.2%"
},
{
"condition": "Hypertension",
"current_bp": "168/94"
},
{
"condition": "Previous NSTEMI",
"date": "March 2023"
}
],
"medications": [
{
"name": "Isosorbide mononitrate",
"dose": "60mg",
"frequency": "QD",
"indication": "Angina"
},
{
"name": "Metformin",
"dose": "1000mg",
"frequency": "BID",
"indication": "Diabetes"
},
{
"name": "Empagliflozin",
"dose": "25mg",
"frequency": "QD",
"indication": "Diabetes"
},
{
"name": "Amlodipine",
"dose": "10mg",
"frequency": "QD",
"indication": "Hypertension"
},
{
"name": "Lisinopril",
"dose": "40mg",
"frequency": "QD",
"indication": "Hypertension"
},
{
"name": "Rosuvastatin",
"dose": "20mg",
"frequency": "QD",
"indication": "Cholesterol"
}
],
"allergies": [
{
"drug": "Aspirin",
"reaction": "Urticaria"
},
{
"drug": "Atorvastatin",
"reaction": "Myalgia",
"note": "Switched to rosuvastatin"
}
],
"vitals.hr_bpm": 96,
"vitals.rr": 22,
"vitals.spo2_percent": 94,
"vitals.temp_celsius": 36.8
}Incorrect/missing fields: demographics.sex, demographics.age, chief_complaint, presenting_symptoms, chronic_conditions, medications, allergies, vitals.hr_bpm, vitals.rr, vitals.spo2_percent, vitals.temp_celsius
Incorrect/missing fields: chronic_conditions, medications
COMPREHENSIVE METABOLIC PANEL — Collected: 02/15/2026 07:30. Glucose: 187 mg/dL (ref: 70-100, FLAG: HIGH). BUN: 42 mg/dL (ref: 7-20, FLAG: HIGH). Creatinine: 2.1 mg/dL (ref: 0.7-1.3, FLAG: HIGH). eGFR: 28 mL/min/1.73m² (ref: >60, FLAG: LOW — Stage 4 CKD). Sodium: 138 mEq/L (ref: 136-145). Potassium: 5.6 mEq/L (ref: 3.5-5.0, FLAG: HIGH — CRITICAL). Chloride: 102 mEq/L (ref: 98-106). CO2: 19 mEq/L (ref: 23-29, FLAG: LOW). Calcium: 8.2 mg/dL (ref: 8.5-10.5, FLAG: LOW). Total Protein: 6.8 g/dL (ref: 6.0-8.3). Albumin: 3.1 g/dL (ref: 3.5-5.5, FLAG: LOW). Bilirubin, Total: 0.9 mg/dL (ref: 0.1-1.2). ALT: 24 U/L (ref: 7-56). AST: 31 U/L (ref: 10-40). Alk Phos: 98 U/L (ref: 44-147).
{
"panel_type": "Comprehensive Metabolic Panel",
"collected": "2026-02-15T07:30",
"results": [
{
"test": "Glucose",
"value": 187,
"unit": "mg/dL",
"ref_low": 70,
"ref_high": 100,
"flag": "HIGH"
},
{
"test": "BUN",
"value": 42,
"unit": "mg/dL",
"ref_low": 7,
"ref_high": 20,
"flag": "HIGH"
},
{
"test": "Creatinine",
"value": 2.1,
"unit": "mg/dL",
"ref_low": 0.7,
"ref_high": 1.3,
"flag": "HIGH"
},
{
"test": "eGFR",
"value": 28,
"unit": "mL/min/1.73m²",
"ref_low": 60,
"ref_high": null,
"flag": "LOW",
"note": "Stage 4 CKD"
},
{
"test": "Sodium",
"value": 138,
"unit": "mEq/L",
"ref_low": 136,
"ref_high": 145,
"flag": null
},
{
"test": "Potassium",
"value": 5.6,
"unit": "mEq/L",
"ref_low": 3.5,
"ref_high": 5,
"flag": "HIGH",
"critical": true
},
{
"test": "Chloride",
"value": 102,
"unit": "mEq/L",
"ref_low": 98,
"ref_high": 106,
"flag": null
},
{
"test": "CO2",
"value": 19,
"unit": "mEq/L",
"ref_low": 23,
"ref_high": 29,
"flag": "LOW"
},
{
"test": "Calcium",
"value": 8.2,
"unit": "mg/dL",
"ref_low": 8.5,
"ref_high": 10.5,
"flag": "LOW"
},
{
"test": "Total Protein",
"value": 6.8,
"unit": "g/dL",
"ref_low": 6,
"ref_high": 8.3,
"flag": null
},
{
"test": "Albumin",
"value": 3.1,
"unit": "g/dL",
"ref_low": 3.5,
"ref_high": 5.5,
"flag": "LOW"
},
{
"test": "Bilirubin Total",
"value": 0.9,
"unit": "mg/dL",
"ref_low": 0.1,
"ref_high": 1.2,
"flag": null
},
{
"test": "ALT",
"value": 24,
"unit": "U/L",
"ref_low": 7,
"ref_high": 56,
"flag": null
},
{
"test": "AST",
"value": 31,
"unit": "U/L",
"ref_low": 10,
"ref_high": 40,
"flag": null
},
{
"test": "Alk Phos",
"value": 98,
"unit": "U/L",
"ref_low": 44,
"ref_high": 147,
"flag": null
}
],
"critical_values": [
"Potassium 5.6 mEq/L"
],
"abnormal_count": 7,
"normal_count": 8
}Incorrect/missing fields: panel_type, collected, critical_values, abnormal_count, normal_count, results
Incorrect/missing fields: critical_values
MEDICATION RECONCILIATION — Inpatient Day 3. Current Orders: (1) Warfarin 5mg PO QD (for AFib — INR target 2.0-3.0, last INR 2.4 on 02/13). (2) Metoprolol Succinate 100mg PO QD. (3) Diltiazem ER 240mg PO QD. (4) Amiodarone 200mg PO QD (started 02/12 for rate-refractory AFib). (5) Fluconazole 400mg IV QD (Day 5 of 14 for candidemia). (6) Enoxaparin 80mg SQ Q12H (DVT prophylaxis — started before warfarin was therapeutic). (7) Acetaminophen 1000mg PO Q6H PRN. (8) Omeprazole 40mg PO QD. Home Medications NOT continued: Aspirin 81mg QD (held due to warfarin + enoxaparin = triple antithrombotic risk).
{
"active_medications": [
{
"name": "Warfarin",
"dose": "5mg",
"route": "PO",
"frequency": "QD",
"indication": "AFib"
},
{
"name": "Metoprolol Succinate",
"dose": "100mg",
"route": "PO",
"frequency": "QD"
},
{
"name": "Diltiazem ER",
"dose": "240mg",
"route": "PO",
"frequency": "QD"
},
{
"name": "Amiodarone",
"dose": "200mg",
"route": "PO",
"frequency": "QD",
"indication": "Rate-refractory AFib",
"start_date": "02/12"
},
{
"name": "Fluconazole",
"dose": "400mg",
"route": "IV",
"frequency": "QD",
"indication": "Candidemia",
"day": 5,
"total_days": 14
},
{
"name": "Enoxaparin",
"dose": "80mg",
"route": "SQ",
"frequency": "Q12H",
"indication": "DVT prophylaxis"
},
{
"name": "Acetaminophen",
"dose": "1000mg",
"route": "PO",
"frequency": "Q6H",
"prn": true
},
{
"name": "Omeprazole",
"dose": "40mg",
"route": "PO",
"frequency": "QD"
}
],
"held_medications": [
{
"name": "Aspirin",
"dose": "81mg",
"reason": "Triple antithrombotic risk with warfarin + enoxaparin"
}
],
"potential_interactions": [
{
"drugs": [
"Warfarin",
"Fluconazole"
],
"severity": "Major",
"effect": "Fluconazole inhibits CYP2C9, significantly increasing warfarin levels and bleeding risk"
},
{
"drugs": [
"Warfarin",
"Amiodarone"
],
"severity": "Major",
"effect": "Amiodarone inhibits CYP2C9/1A2/3A4, increasing warfarin effect — typical dose reduction 30-50%"
},
{
"drugs": [
"Metoprolol",
"Diltiazem"
],
"severity": "Major",
"effect": "Additive AV nodal blockade — risk of severe bradycardia or heart block"
},
{
"drugs": [
"Warfarin",
"Enoxaparin"
],
"severity": "High",
"effect": "Dual anticoagulation increases bleeding risk"
}
],
"therapeutic_duplications": [
{
"category": "Rate control",
"drugs": [
"Metoprolol",
"Diltiazem",
"Amiodarone"
],
"note": "Triple rate control — assess need for all three"
}
]
}Incorrect/missing fields: active_medications, held_medications, therapeutic_duplications, potential_interactions
Incorrect/missing fields: potential_interactions, therapeutic_duplications
OPERATIVE REPORT. Date: 02/20/2026. Surgeon: Dr. Sarah Chen, MD, FACS. Assistant: Dr. James Park, MD. Anesthesia: General endotracheal (Dr. Reeves). Procedure: Laparoscopic cholecystectomy converted to open cholecystectomy. Indication: Acute cholecystitis with empyema, failed medical management. Findings: Gallbladder severely inflamed, gangrenous with empyema. Dense adhesions to duodenum and hepatic flexure of colon. Critical view of safety could NOT be obtained laparoscopically — decision to convert at 47 minutes. Common bile duct diameter 6mm, no stones, confirmed with intraoperative cholangiogram. Estimated blood loss: 350mL. Specimens: Gallbladder sent to pathology. Drain: 19-Fr Blake drain placed in Morrison's pouch. Complications: None intraoperative. Patient extubated and transferred to PACU in stable condition.
{
"date": "2026-02-20",
"surgeon.name": "Dr. Sarah Chen",
"surgeon.credentials": "MD, FACS",
"assistant.name": "Dr. James Park",
"assistant.credentials": "MD",
"anesthesiologist": "Dr. Reeves",
"anesthesia_type": "General endotracheal",
"procedure_planned": "Laparoscopic cholecystectomy",
"procedure_actual": "Open cholecystectomy",
"was_converted": true,
"conversion_time_minutes": 47,
"indication": "Acute cholecystitis with empyema",
"findings.gallbladder_status": "Gangrenous with empyema",
"findings.adhesions": "Dense, to duodenum and hepatic flexure",
"findings.critical_view_obtained": false,
"findings.cbd_diameter_mm": 6,
"findings.cbd_stones": false,
"findings.cholangiogram_performed": true,
"ebl_ml": 350,
"specimens": [
"Gallbladder"
],
"drain.type": "19-Fr Blake",
"drain.location": "Morrison's pouch",
"complications": "None",
"disposition": "PACU, stable"
}Incorrect/missing fields: surgeon.name, surgeon.credentials, assistant.name, assistant.credentials, anesthesiologist, anesthesia_type, procedure_planned, procedure_actual, was_converted, conversion_time_minutes, findings.gallbladder_status, findings.critical_view_obtained, findings.cbd_diameter_mm, findings.cbd_stones, ebl_ml, drain.type, drain.location, complications
Incorrect/missing fields: complications, disposition
CT CHEST WITH CONTRAST — 02/18/2026. CLINICAL INDICATION: 67F with history of NSCLC s/p right upper lobectomy (2024), new cough, rule out recurrence. TECHNIQUE: Helical CT from thoracic inlet to adrenals with 80mL Omnipaque 350 IV contrast. COMPARISON: CT Chest 08/12/2025. FINDINGS: LUNGS: New 1.8 × 1.4 cm spiculated soft tissue nodule in the right lower lobe (series 4, image 187), suspicious for recurrence. No prior correlate. Stable 4mm ground-glass nodule in the left lower lobe (previously noted, unchanged from 08/2025). Post-surgical changes in the right upper lobe with expected fibrotic bands. MEDIASTINUM: New subcarinal lymph node measuring 1.6 cm short axis (previously 0.8 cm), concerning for metastatic adenopathy. Right hilar lymphadenopathy, largest node 1.2 cm (new). Heart size normal. No pericardial effusion. PLEURA: Small right-sided pleural effusion (new). No pneumothorax. BONES: No suspicious osseous lesions. Mild degenerative changes thoracic spine. UPPER ABDOMEN: Left adrenal gland 2.1 cm nodule with enhancement (not present on prior) — cannot exclude metastasis. Right adrenal normal. IMPRESSION: 1. New 1.8 cm spiculated RLL nodule — highly suspicious for recurrence of NSCLC. 2. New mediastinal and right hilar lymphadenopathy — concerning for nodal metastasis. 3. New left adrenal nodule — metastasis cannot be excluded; recommend dedicated adrenal CT or PET-CT. 4. New small right pleural effusion — may represent malignant effusion in this context. 5. Stable LLL 4mm GGN — recommend continued surveillance. RECOMMENDATION: PET-CT recommended. Multidisciplinary tumor board review.
{
"study_type": "CT Chest with contrast",
"date": "2026-02-18",
"clinical_history": "67F, NSCLC s/p right upper lobectomy (2024), new cough",
"comparison_study": "CT Chest 08/12/2025",
"new_findings": [
{
"location": "Right lower lobe",
"description": "1.8 × 1.4 cm spiculated soft tissue nodule",
"concern": "Recurrence of NSCLC",
"severity": "Highly suspicious"
},
{
"location": "Subcarinal",
"description": "Lymph node 1.6 cm short axis (was 0.8 cm)",
"concern": "Metastatic adenopathy"
},
{
"location": "Right hilum",
"description": "Lymphadenopathy, largest 1.2 cm",
"concern": "Metastatic adenopathy"
},
{
"location": "Right pleura",
"description": "Small pleural effusion",
"concern": "Possible malignant effusion"
},
{
"location": "Left adrenal",
"description": "2.1 cm enhancing nodule",
"concern": "Cannot exclude metastasis"
}
],
"stable_findings": [
{
"location": "Left lower lobe",
"description": "4mm ground-glass nodule",
"comparison": "Unchanged from 08/2025"
}
],
"post_surgical": "Right upper lobectomy changes with fibrotic bands",
"impressions_count": 5,
"recommendations": [
"PET-CT",
"Multidisciplinary tumor board review",
"Continued surveillance of LLL GGN"
],
"overall_concern": "Likely NSCLC recurrence with possible nodal and adrenal metastasis"
}Incorrect/missing fields: study_type, date, clinical_history, comparison_study, new_findings, stable_findings, post_surgical, impressions_count, overall_concern, recommendations
Incorrect/missing fields: new_findings
Q4 2025 Earnings Call — TechCorp Inc. (Ticker: TCHK). CFO Maria Santos: "Total revenue for Q4 was $4.23 billion, up 18% year-over-year. Breaking that down: Cloud Services revenue was $2.87 billion, growing 31% and now representing 68% of total revenue. Enterprise Software was $980 million, roughly flat. Professional Services contributed $380 million, down 12% as we continue the strategic shift away from lower-margin consulting. On the cost side, GAAP gross profit was $2.71 billion, for a gross margin of 64.1%. Non-GAAP gross margin, excluding $142 million in stock-based compensation allocated to cost of revenue, was 67.4%. Operating expenses: R&D was $890 million, up from $760 million — we've been investing heavily in our AI platform. Sales & Marketing was $620 million, and G&A was $210 million. GAAP operating income was $990 million, and non-GAAP operating income was $1.38 billion. The delta is primarily SBC of $310 million, restructuring charges of $47 million related to the EMEA headcount reduction, and $33 million in acquisition-related costs. GAAP net income was $742 million, or $2.47 per diluted share on 300.4 million shares. Non-GAAP EPS was $3.84."
{
"period": "Q4 2025",
"company": "TechCorp Inc.",
"ticker": "TCHK",
"total_revenue_billions": 4.23,
"revenue_yoy_growth": "18%",
"revenue_breakdown": [
{
"segment": "Cloud Services",
"revenue_billions": 2.87,
"growth": "31%",
"pct_of_total": 68
},
{
"segment": "Enterprise Software",
"revenue_millions": 980,
"growth": "~0%"
},
{
"segment": "Professional Services",
"revenue_millions": 380,
"growth": "-12%"
}
],
"gaap_gross_profit_billions": 2.71,
"gaap_gross_margin_pct": 64.1,
"non_gaap_gross_margin_pct": 67.4,
"sbc_in_cogs_millions": 142,
"operating_expenses.rd_millions": 890,
"operating_expenses.rd_prior_millions": 760,
"operating_expenses.sales_marketing_millions": 620,
"operating_expenses.ga_millions": 210,
"gaap_operating_income_millions": 990,
"non_gaap_operating_income_millions": 1380,
"gaap_non_gaap_reconciliation": [
{
"item": "Stock-based compensation",
"amount_millions": 310
},
{
"item": "Restructuring charges",
"amount_millions": 47
},
{
"item": "Acquisition-related costs",
"amount_millions": 33
}
],
"gaap_net_income_millions": 742,
"gaap_eps": 2.47,
"non_gaap_eps": 3.84,
"diluted_shares_millions": 300.4
}Incorrect/missing fields: period, company, ticker, total_revenue_billions, revenue_yoy_growth, revenue_breakdown, gaap_gross_profit_billions, gaap_gross_margin_pct, non_gaap_gross_margin_pct, sbc_in_cogs_millions, operating_expenses.rd_millions, operating_expenses.rd_prior_millions, operating_expenses.sales_marketing_millions, operating_expenses.ga_millions, gaap_operating_income_millions, non_gaap_operating_income_millions, gaap_non_gaap_reconciliation, gaap_net_income_millions, gaap_eps, non_gaap_eps, diluted_shares_millions
Incorrect/missing fields: revenue_breakdown
CONSOLIDATED BALANCE SHEET — December 31, 2025 (in millions). ASSETS: Cash and equivalents $3,420. Short-term investments $1,850. Accounts receivable, net $2,190 (allowance for doubtful accounts $68). Inventories $890. Prepaid expenses $340. Total Current Assets $8,690. Property and equipment, net $12,400. Goodwill $8,750. Intangible assets, net $3,200. Operating lease right-of-use assets $1,860. Other non-current assets $920. Total Assets $35,820. LIABILITIES: Accounts payable $1,640. Accrued expenses $2,180. Current portion of long-term debt $500. Deferred revenue, current $1,420. Total Current Liabilities $5,740. Long-term debt $8,200 (senior notes: $5B at 3.75% due 2030, $3.2B at 4.25% due 2033). Operating lease liabilities $1,680. Deferred tax liabilities $890. Other non-current liabilities $460. Total Liabilities $16,970. EQUITY: Common stock $30. Additional paid-in capital $12,840. Retained earnings $9,180. Treasury stock ($2,400). Accumulated other comprehensive loss ($800). Total Stockholders' Equity $18,850. Total Liabilities + Equity $35,820.
{
"as_of": "2025-12-31",
"currency": "USD millions",
"current_assets": 8690,
"total_assets": 35820,
"current_liabilities": 5740,
"total_liabilities": 16970,
"total_equity": 18850,
"cash_and_equivalents": 3420,
"total_debt": 8700,
"debt_breakdown": [
{
"instrument": "Senior notes 3.75%",
"amount": 5000,
"maturity": 2030
},
{
"instrument": "Senior notes 4.25%",
"amount": 3200,
"maturity": 2033
}
],
"computed_ratios.current_ratio": 1.51,
"computed_ratios.quick_ratio": 1.3,
"computed_ratios.debt_to_equity": 0.46,
"computed_ratios.debt_to_assets": 0.24,
"computed_ratios.working_capital_millions": 2950,
"balance_sheet_check": true
}Incorrect/missing fields: as_of, currency, current_assets, total_assets, current_liabilities, total_liabilities, total_equity, cash_and_equivalents, total_debt, debt_breakdown, computed_ratios.current_ratio, computed_ratios.quick_ratio, computed_ratios.debt_to_equity, computed_ratios.debt_to_assets, computed_ratios.working_capital_millions, balance_sheet_check
Incorrect/missing fields: currency
GEOGRAPHIC REVENUE ANALYSIS — FY2025. Americas: Reported revenue $6.24B (up 22% YoY). Europe: Reported revenue €2.18B ($2.31B at avg rate 1.06 USD/EUR), up 14% in euros but only 9% in USD due to euro weakness (prior year avg rate was 1.11 USD/EUR). Asia-Pacific: Reported ¥412B ($2.78B at avg rate 148.1 JPY/USD), up 19% in yen but down 2% in USD — the yen depreciated from 128.4 to 148.1 JPY/USD. Japan alone was ¥298B ($2.01B), up 23% in local currency but flat in USD. Rest of World: $680M, up 8%. Total reported revenue: $12.01B, up 15.2% YoY. On a constant-currency basis (using FY2024 exchange rates), total revenue would have been $12.68B, representing 21.7% growth. FX headwind to reported revenue: approximately $670M or 5.6 percentage points of growth.
{
"fiscal_year": "FY2025",
"total_revenue_reported_billions": 12.01,
"total_revenue_constant_currency_billions": 12.68,
"reported_growth_pct": 15.2,
"constant_currency_growth_pct": 21.7,
"fx_headwind_millions": 670,
"fx_headwind_growth_points": 5.6,
"regions": [
{
"region": "Americas",
"reported_usd_billions": 6.24,
"yoy_reported_pct": 22
},
{
"region": "Europe",
"local_currency": "EUR",
"local_revenue_billions": 2.18,
"reported_usd_billions": 2.31,
"avg_fx_rate": 1.06,
"prior_year_fx_rate": 1.11,
"yoy_local_pct": 14,
"yoy_usd_pct": 9
},
{
"region": "Asia-Pacific",
"local_currency": "JPY",
"local_revenue_billions_jpy": 412,
"reported_usd_billions": 2.78,
"avg_fx_rate": 148.1,
"prior_year_fx_rate": 128.4,
"yoy_local_pct": 19,
"yoy_usd_pct": -2
},
{
"region": "Rest of World",
"reported_usd_millions": 680,
"yoy_reported_pct": 8
}
],
"japan_subset.local_revenue_billions_jpy": 298,
"japan_subset.reported_usd_billions": 2.01,
"japan_subset.yoy_local_pct": 23,
"japan_subset.yoy_usd_pct": 0
}Incorrect/missing fields: total_revenue_reported_billions, total_revenue_constant_currency_billions, reported_growth_pct, constant_currency_growth_pct, fx_headwind_millions, fx_headwind_growth_points, regions, japan_subset.local_revenue_billions_jpy, japan_subset.reported_usd_billions, japan_subset.yoy_local_pct, japan_subset.yoy_usd_pct
Incorrect/missing fields: regions
CONSOLIDATED STATEMENT OF CASH FLOWS — FY2025 (in millions). OPERATING ACTIVITIES: Net income $2,890. Adjustments: Depreciation and amortization $1,420. Stock-based compensation $680. Deferred income taxes ($210). Changes in working capital: Accounts receivable ($340). Inventories $85. Accounts payable $220. Deferred revenue $190. Accrued expenses ($65). Net cash from operating activities $4,870. INVESTING ACTIVITIES: Capital expenditures ($2,180). Acquisitions, net of cash acquired ($3,400). Purchases of short-term investments ($2,800). Maturities of short-term investments $1,950. Proceeds from sale of assets $120. Net cash used in investing activities ($6,310). FINANCING ACTIVITIES: Proceeds from issuance of debt $3,000. Repayment of debt ($1,500). Share repurchases ($2,200). Dividends paid ($580). Proceeds from employee stock plans $340. Net cash used in financing activities ($940). Effect of exchange rate changes ($85). NET DECREASE IN CASH ($2,465). Cash at beginning of period $5,885. Cash at end of period $3,420.
{
"fiscal_year": "FY2025",
"operating_cash_flow": 4870,
"investing_cash_flow": -6310,
"financing_cash_flow": -940,
"fx_effect": -85,
"net_change_in_cash": -2465,
"beginning_cash": 5885,
"ending_cash": 3420,
"free_cash_flow": 2690,
"key_items.net_income": 2890,
"key_items.depreciation_amortization": 1420,
"key_items.sbc": 680,
"key_items.capex": -2180,
"key_items.acquisitions": -3400,
"key_items.share_repurchases": -2200,
"key_items.dividends": -580,
"key_items.debt_issued": 3000,
"key_items.debt_repaid": -1500,
"cash_flow_check": true
}Incorrect/missing fields: fiscal_year, operating_cash_flow, investing_cash_flow, financing_cash_flow, fx_effect, net_change_in_cash, beginning_cash, ending_cash, free_cash_flow, key_items.net_income, key_items.depreciation_amortization, key_items.sbc, key_items.capex, key_items.acquisitions, key_items.share_repurchases, key_items.dividends, key_items.debt_issued, key_items.debt_repaid, cash_flow_check
All fields correct
SERIES B CONVERTIBLE NOTE TERM SHEET — Acme AI, Inc. Principal Amount: $25,000,000. Issuance Date: January 15, 2026. Maturity Date: January 15, 2028 (24 months). Interest Rate: 6% per annum, simple interest, compounded annually, payable at conversion or maturity (not current-pay). Conversion Discount: 25% discount to the price per share in the Next Qualified Financing (minimum $50M raise). Valuation Cap: $200,000,000 pre-money. Conversion Mechanics: Notes convert at the LOWER of (a) the Valuation Cap price or (b) the Discount Price. If no Qualified Financing occurs by maturity, noteholder may elect: (i) conversion at the Valuation Cap, (ii) repayment of principal plus accrued interest, or (iii) extension for 12 months at 8% interest. Anti-Dilution: Broad-based weighted average adjustment. Most Favored Nation: If the Company issues subsequent convertible instruments with more favorable terms (lower cap or higher discount), these notes shall automatically adjust to the more favorable terms. Pro Rata Rights: Noteholders have the right to participate in the Next Qualified Financing for up to 2× their original investment. Information Rights: Monthly financial statements, annual audited financials, and board observer seat for investors holding >$5M in notes.
{
"instrument": "Series B Convertible Note",
"company": "Acme AI, Inc.",
"principal_amount": 25000000,
"issuance_date": "2026-01-15",
"maturity_date": "2028-01-15",
"term_months": 24,
"interest_rate_pct": 6,
"interest_type": "Simple, compounded annually",
"interest_payment": "At conversion or maturity (not current-pay)",
"conversion_discount_pct": 25,
"qualified_financing_minimum": 50000000,
"valuation_cap": 200000000,
"conversion_price": "Lower of cap price or discount price",
"maturity_options": [
{
"option": "Convert at valuation cap"
},
{
"option": "Repayment of principal plus accrued interest"
},
{
"option": "Extension for 12 months at 8% interest"
}
],
"anti_dilution": "Broad-based weighted average",
"most_favored_nation": true,
"mfn_triggers": [
"Lower valuation cap",
"Higher discount"
],
"pro_rata_rights.available": true,
"pro_rata_rights.participation_limit": "2× original investment",
"information_rights.monthly": "Financial statements",
"information_rights.annual": "Audited financials",
"information_rights.board_observer": true,
"information_rights.board_observer_threshold": 5000000
}Incorrect/missing fields: instrument, company, interest_rate_pct, interest_payment, conversion_discount_pct, qualified_financing_minimum, valuation_cap, conversion_price, maturity_options, anti_dilution, most_favored_nation, mfn_triggers, pro_rata_rights.available, pro_rata_rights.participation_limit, information_rights.monthly, information_rights.annual, information_rights.board_observer, information_rights.board_observer_threshold, interest_type
Incorrect/missing fields: mfn_triggers, conversion_price, pro_rata_rights.participation_limit, information_rights.monthly
Extract ONLY the third item from the following list IF its price is greater than $100. Format all field names in camelCase. If the condition is not met, return {"result": null, "reason": "condition_not_met"}.
Items:
1. Widget Alpha — Price: $45.00 — Category: Hardware — In Stock: Yes
2. Widget Beta — Price: $220.00 — Category: Software — In Stock: No
3. Widget Gamma — Price: $189.50 — Category: Hardware — In Stock: Yes
4. Widget Delta — Price: $67.00 — Category: Electronics — In Stock: Yes{
"result.itemName": "Widget Gamma",
"result.price": 189.5,
"result.category": "Hardware",
"result.inStock": true,
"conditionMet": true,
"extractedIndex": 3
}Incorrect/missing fields: result.itemName, result.price, result.category, result.inStock, conditionMet, extractedIndex
All fields correct
Flatten the following nested JSON into a single-level object. When key conflicts arise (same key name at different nesting levels), use dot notation with the full path. Preserve original data types. Do NOT flatten arrays — keep them as-is.
{"user": {"id": 42, "name": "Alice", "address": {"city": "Portland", "state": "OR", "zip": "97201"}}, "order": {"id": 1087, "items": [{"sku": "A1", "qty": 2}, {"sku": "B3", "qty": 1}], "total": 299.99, "address": {"city": "Seattle", "state": "WA", "zip": "98101"}}, "id": 999}{
"user.id": 42,
"user.name": "Alice",
"user.address.city": "Portland",
"user.address.state": "OR",
"user.address.zip": "97201",
"order.id": 1087,
"order.items": [
{
"sku": "A1",
"qty": 2
},
{
"sku": "B3",
"qty": 1
}
],
"order.total": 299.99,
"order.address.city": "Seattle",
"order.address.state": "WA",
"order.address.zip": "98101",
"id": 999
}All fields correct
All fields correct
Calculate the number of BUSINESS DAYS between February 14, 2026 (Saturday) and March 6, 2026 (Friday), INCLUSIVE of both dates if they fall on business days. Exclude weekends (Saturday, Sunday) and the following US holidays: Presidents' Day (February 16, 2026 — Monday). Show your work by listing each business day.
{
"start_date": "2026-02-14",
"end_date": "2026-03-06",
"start_is_business_day": false,
"end_is_business_day": true,
"holidays_excluded": [
"2026-02-16"
],
"business_days": [
"2026-02-17",
"2026-02-18",
"2026-02-19",
"2026-02-20",
"2026-02-23",
"2026-02-24",
"2026-02-25",
"2026-02-26",
"2026-02-27",
"2026-03-02",
"2026-03-03",
"2026-03-04",
"2026-03-05",
"2026-03-06"
],
"total_business_days": 14
}Incorrect/missing fields: start_date, end_date, start_is_business_day, end_is_business_day, holidays_excluded, business_days, total_business_days
Incorrect/missing fields: start_date, end_date, start_is_business_day, end_is_business_day, holidays_excluded
Migrate the following V1 data to V2 schema. V2 rules: (1) 'full_name' splits into 'firstName' and 'lastName'. (2) 'age' is REMOVED — compute 'birthYear' from age assuming current year is 2026. (3) 'email' stays but add 'emailDomain'. (4) 'tags' array moves under a new 'metadata' object. (5) Add 'schemaVersion': 2. (6) For backward compatibility: keep 'full_name' as 'deprecated_fullName' and 'age' as 'deprecated_age'.
V1 Data: {"full_name": "Dr. Maria Santos-Garcia", "age": 34, "email": "maria.sg@tufts-medical.edu", "tags": ["cardiology", "research", "AI/ML"], "role": "Senior Fellow"}{
"schemaVersion": 2,
"firstName": "Maria",
"lastName": "Santos-Garcia",
"email": "maria.sg@tufts-medical.edu",
"emailDomain": "tufts-medical.edu",
"birthYear": 1992,
"role": "Senior Fellow",
"metadata.tags": [
"cardiology",
"research",
"AI/ML"
],
"deprecated_fullName": "Dr. Maria Santos-Garcia",
"deprecated_age": 34
}All fields correct
All fields correct
Given this org tree, compute for EACH node: (1) total_reports = count of ALL descendants (direct + indirect), (2) total_salary_below = sum of all descendant salaries, (3) max_depth = deepest level below this node (leaf = 0). Return the tree with computed fields added.
{"name": "CEO Jane", "salary": 450000, "reports": [{"name": "VP Engineering Bob", "salary": 320000, "reports": [{"name": "Dir Platform Carol", "salary": 250000, "reports": [{"name": "Senior Eng Dan", "salary": 185000, "reports": []}, {"name": "Senior Eng Eve", "salary": 180000, "reports": [{"name": "Eng Intern Frank", "salary": 65000, "reports": []}]}]}, {"name": "Dir ML Grace", "salary": 260000, "reports": [{"name": "ML Eng Hank", "salary": 195000, "reports": []}]}]}, {"name": "VP Sales Iris", "salary": 310000, "reports": [{"name": "Dir Enterprise Jack", "salary": 240000, "reports": []}]}]}{
"name": "CEO Jane",
"salary": 450000,
"total_reports": 9,
"total_salary_below": 2005000,
"max_depth": 4,
"reports": [
{
"name": "VP Engineering Bob",
"salary": 320000,
"total_reports": 6,
"total_salary_below": 1135000,
"max_depth": 3,
"reports": [
{
"name": "Dir Platform Carol",
"salary": 250000,
"total_reports": 3,
"total_salary_below": 430000,
"max_depth": 2,
"reports": [
{
"name": "Senior Eng Dan",
"salary": 185000,
"total_reports": 0,
"total_salary_below": 0,
"max_depth": 0,
"reports": []
},
{
"name": "Senior Eng Eve",
"salary": 180000,
"total_reports": 1,
"total_salary_below": 65000,
"max_depth": 1,
"reports": [
{
"name": "Eng Intern Frank",
"salary": 65000,
"total_reports": 0,
"total_salary_below": 0,
"max_depth": 0,
"reports": []
}
]
}
]
},
{
"name": "Dir ML Grace",
"salary": 260000,
"total_reports": 1,
"total_salary_below": 195000,
"max_depth": 1,
"reports": [
{
"name": "ML Eng Hank",
"salary": 195000,
"total_reports": 0,
"total_salary_below": 0,
"max_depth": 0,
"reports": []
}
]
}
]
},
{
"name": "VP Sales Iris",
"salary": 310000,
"total_reports": 1,
"total_salary_below": 240000,
"max_depth": 1,
"reports": [
{
"name": "Dir Enterprise Jack",
"salary": 240000,
"total_reports": 0,
"total_salary_below": 0,
"max_depth": 0,
"reports": []
}
]
}
]
}Incorrect/missing fields: total_reports, total_salary_below, reports
Incorrect/missing fields: total_reports, total_salary_below, reports
Qwen 3.5 Flash is 95% cheaper than GPT-4.1
as accurate (60.9pt gap)
GPT-4.1 outperforms by 60.9pts. Run on your data before switching.
Tasks with the largest score gap between models - showing the actual outputs and expected values side by side.
Qwen 3.5 Flash scored 0/100 vs GPT-4.1's 100/100
Extract ONLY the third item from the following list IF its price is greater than $100. Format all field names in camelCase. If the condition is not met, return {"result": null, "reason": "condition_not_met"}.
Items:
1. Widget Alpha — Price: $45.00 — Category: Hardware — In Stock: Yes
2. Widget Beta — Price: $220.00 — Category: Software — In Stock: No
3. Widget Gamma — Price: $189.50 — Category: Hardware — In Stock: Yes
4. Widget Delta — Price: $67.00 — Category: Electronics — In Stock: Yes“Incorrect/missing fields: result.itemName, result.price, result.category, result.inStock, conditionMet, extractedIndex”
“All fields correct”
| Field | Expected | Qwen 3.5 Flash | GPT-4.1 |
|---|---|---|---|
| result.itemName | Widget Gamma | ✗- | ✓Widget Gamma |
| result.price | 189.5 | ✗- | ✓189.5 |
| result.category | Hardware | ✗- | ✓Hardware |
| result.inStock | true | ✗- | ✓true |
| conditionMet | true | ✗- | ✓true |
| extractedIndex | 3 | ✗- | ✓3 |
Must extract the THIRD item (Widget Gamma at $189.50), NOT the most expensive or first >$100. Field names MUST be camelCase (itemName, inStock, conditionMet, extractedIndex). inStock must be boolean true, not string 'Yes'. price must be numeric without dollar sign.
Qwen 3.5 Flash scored 0/100 vs GPT-4.1's 99/100
Q4 2025 Earnings Call — TechCorp Inc. (Ticker: TCHK). CFO Maria Santos: "Total revenue for Q4 was $4.23 billion, up 18% year-over-year. Breaking that down: Cloud Services revenue was $2.87 billion, growing 31% and now representing 68% of total revenue. Enterprise Software was $980 million, roughly flat. Professional Services contributed $380 million, down 12% as we continue the strategic shift away from lower-margin consulting. On the cost side, GAAP gross profit was $2.71 billion, for a gross margin of 64.1%. Non-GAAP gross margin, excluding $142 million in stock-based compensation allocated to cost of revenue, was 67.4%. Operating expenses: R&D was $890 million, up from $760 million — we've been investing heavily in our AI platform. Sales & Marketing was $620 million, and G&A was $210 million. GAAP operating income was $990 million, and non-GAAP operating income was $1.38 billion. The delta is primarily SBC of $310 million, restructuring charges of $47 million related to the EMEA headcount reduction, and $33 million in acquisition-related costs. GAAP net income was $742 million, or $2.47 per diluted share on 300.4 million shares. Non-GAAP EPS was $3.84."
“Incorrect/missing fields: period, company, ticker, total_revenue_billions, revenue_yoy_growth, revenue_breakdown, gaap_gross_profit_billions, gaap_gross_margin_pct, non_gaap_gross_margin_pct, sbc_in_cogs_millions, operating_expenses.rd_millions, operating_expenses.rd_prior_millions, operating_expenses.sales_marketing_millions, operating_expenses.ga_millions, gaap_operating_income_millions, non_gaap_operating_income_millions, gaap_non_gaap_reconciliation, gaap_net_income_millions, gaap_eps, non_gaap_eps, diluted_shares_millions”
“Incorrect/missing fields: revenue_breakdown”
| Field | Expected | Qwen 3.5 Flash | GPT-4.1 |
|---|---|---|---|
| period | Q4 2025 | ✗- | ✓Q4 2025 |
| company | TechCorp Inc. | ✗- | ✓TechCorp Inc. |
| ticker | TCHK | ✗- | ✓TCHK |
| total_revenue_billions | 4.23 | ✗- | ✓4.23 |
| revenue_yoy_growth | 18% | ✗- | ✓18% |
| revenue_breakdown | [{"segment":"Cloud Services","revenue_billions":2.87,"growth":"31%","pct_of_total":68},{"segment":"Enterprise Software","revenue_millions":980,"growth":"~0%"},{"segment":"Professional Services","revenue_millions":380,"growth":"-12%"}] | ✗- | ✗[{"segment":"Cloud Services","revenue_billions":2.87,"growth":"31%","pct_of_total":68},{"segment":"Enterprise Software","revenue_billions":0.98,"growth":"0%","pct_of_total":23.2},{"segment":"Professional Services","revenue_billions":0.38,"growth":"-12%","pct_of_total":9}] |
| gaap_gross_profit_billions | 2.71 | ✗- | ✓2.71 |
| gaap_gross_margin_pct | 64.1 | ✗- | ✓64.1 |
| non_gaap_gross_margin_pct | 67.4 | ✗- | ✓67.4 |
| sbc_in_cogs_millions | 142 | ✗- | ✓142 |
| operating_expenses.rd_millions | 890 | ✗- | ✓890 |
| operating_expenses.rd_prior_millions | 760 | ✗- | ✓760 |
| operating_expenses.sales_marketing_millions | 620 | ✗- | ✓620 |
| operating_expenses.ga_millions | 210 | ✗- | ✓210 |
| gaap_operating_income_millions | 990 | ✗- | ✓990 |
| non_gaap_operating_income_millions | 1380 | ✗- | ✓1380 |
| gaap_non_gaap_reconciliation | [{"item":"Stock-based compensation","amount_millions":310},{"item":"Restructuring charges","amount_millions":47},{"item":"Acquisition-related costs","amount_millions":33}] | ✗- | ✓[{"item":"Stock-based compensation","amount_millions":310},{"item":"Restructuring charges","amount_millions":47},{"item":"Acquisition-related costs","amount_millions":33}] |
| gaap_net_income_millions | 742 | ✗- | ✓742 |
| gaap_eps | 2.47 | ✗- | ✓2.47 |
| non_gaap_eps | 3.84 | ✗- | ✓3.84 |
| diluted_shares_millions | 300.4 | ✗- | ✓300.4 |
Must distinguish GAAP from non-GAAP figures throughout. The reconciliation items (SBC $310M + restructuring $47M + acquisition $33M = $390M delta) must all be captured. SBC in COGS ($142M) is SEPARATE from total SBC ($310M). Models frequently confuse these or sum them incorrectly.
Qwen 3.5 Flash scored 0/100 vs GPT-4.1's 99/100
CONSOLIDATED STATEMENT OF CASH FLOWS — FY2025 (in millions). OPERATING ACTIVITIES: Net income $2,890. Adjustments: Depreciation and amortization $1,420. Stock-based compensation $680. Deferred income taxes ($210). Changes in working capital: Accounts receivable ($340). Inventories $85. Accounts payable $220. Deferred revenue $190. Accrued expenses ($65). Net cash from operating activities $4,870. INVESTING ACTIVITIES: Capital expenditures ($2,180). Acquisitions, net of cash acquired ($3,400). Purchases of short-term investments ($2,800). Maturities of short-term investments $1,950. Proceeds from sale of assets $120. Net cash used in investing activities ($6,310). FINANCING ACTIVITIES: Proceeds from issuance of debt $3,000. Repayment of debt ($1,500). Share repurchases ($2,200). Dividends paid ($580). Proceeds from employee stock plans $340. Net cash used in financing activities ($940). Effect of exchange rate changes ($85). NET DECREASE IN CASH ($2,465). Cash at beginning of period $5,885. Cash at end of period $3,420.
“Incorrect/missing fields: fiscal_year, operating_cash_flow, investing_cash_flow, financing_cash_flow, fx_effect, net_change_in_cash, beginning_cash, ending_cash, free_cash_flow, key_items.net_income, key_items.depreciation_amortization, key_items.sbc, key_items.capex, key_items.acquisitions, key_items.share_repurchases, key_items.dividends, key_items.debt_issued, key_items.debt_repaid, cash_flow_check”
“All fields correct”
| Field | Expected | Qwen 3.5 Flash | GPT-4.1 |
|---|---|---|---|
| fiscal_year | FY2025 | ✗- | ✓2025 |
| operating_cash_flow | 4870 | ✗- | ✓4870 |
| investing_cash_flow | -6310 | ✗- | ✓-6310 |
| financing_cash_flow | -940 | ✗- | ✓-940 |
| fx_effect | -85 | ✗- | ✓-85 |
| net_change_in_cash | -2465 | ✗- | ✓-2465 |
| beginning_cash | 5885 | ✗- | ✓5885 |
| ending_cash | 3420 | ✗- | ✓3420 |
| free_cash_flow | 2690 | ✗- | ✓2690 |
| key_items.net_income | 2890 | ✗- | ✓2890 |
| key_items.depreciation_amortization | 1420 | ✗- | ✓1420 |
| key_items.sbc | 680 | ✗- | ✓680 |
| key_items.capex | -2180 | ✗- | ✓-2180 |
| key_items.acquisitions | -3400 | ✗- | ✓-3400 |
| key_items.share_repurchases | -2200 | ✗- | ✓-2200 |
| key_items.dividends | -580 | ✗- | ✓-580 |
| key_items.debt_issued | 3000 | ✗- | ✓3000 |
| key_items.debt_repaid | -1500 | ✗- | ✓-1500 |
| cash_flow_check | true | ✗- | ✓true |
Free cash flow = Operating CF ($4,870) - CapEx ($2,180) = $2,690. Cash flow check: 4870 + (-6310) + (-940) + (-85) = -2465, and 5885 + (-2465) = 3420. Negative values MUST have negative signs. Models often forget to negate outflows or miscalculate FCF by including acquisitions.
Qwen 3.5 Flash scored 0/100 vs GPT-4.1's 98/100
CONSOLIDATED BALANCE SHEET — December 31, 2025 (in millions). ASSETS: Cash and equivalents $3,420. Short-term investments $1,850. Accounts receivable, net $2,190 (allowance for doubtful accounts $68). Inventories $890. Prepaid expenses $340. Total Current Assets $8,690. Property and equipment, net $12,400. Goodwill $8,750. Intangible assets, net $3,200. Operating lease right-of-use assets $1,860. Other non-current assets $920. Total Assets $35,820. LIABILITIES: Accounts payable $1,640. Accrued expenses $2,180. Current portion of long-term debt $500. Deferred revenue, current $1,420. Total Current Liabilities $5,740. Long-term debt $8,200 (senior notes: $5B at 3.75% due 2030, $3.2B at 4.25% due 2033). Operating lease liabilities $1,680. Deferred tax liabilities $890. Other non-current liabilities $460. Total Liabilities $16,970. EQUITY: Common stock $30. Additional paid-in capital $12,840. Retained earnings $9,180. Treasury stock ($2,400). Accumulated other comprehensive loss ($800). Total Stockholders' Equity $18,850. Total Liabilities + Equity $35,820.
“Incorrect/missing fields: as_of, currency, current_assets, total_assets, current_liabilities, total_liabilities, total_equity, cash_and_equivalents, total_debt, debt_breakdown, computed_ratios.current_ratio, computed_ratios.quick_ratio, computed_ratios.debt_to_equity, computed_ratios.debt_to_assets, computed_ratios.working_capital_millions, balance_sheet_check”
“Incorrect/missing fields: currency”
| Field | Expected | Qwen 3.5 Flash | GPT-4.1 |
|---|---|---|---|
| as_of | 2025-12-31 | ✗- | ✓2025-12-31 |
| currency | USD millions | ✗- | ✗USD |
| current_assets | 8690 | ✗- | ✓8690 |
| total_assets | 35820 | ✗- | ✓35820 |
| current_liabilities | 5740 | ✗- | ✓5740 |
| total_liabilities | 16970 | ✗- | ✓16970 |
| total_equity | 18850 | ✗- | ✓18850 |
| cash_and_equivalents | 3420 | ✗- | ✓3420 |
| total_debt | 8700 | ✗- | ✓8700 |
| debt_breakdown | [{"instrument":"Senior notes 3.75%","amount":5000,"maturity":2030},{"instrument":"Senior notes 4.25%","amount":3200,"maturity":2033}] | ✗- | ✓[{"instrument":"Senior Notes (3.75% due 2030)","amount":5000,"maturity":2030},{"instrument":"Senior Notes (4.25% due 2033)","amount":3200,"maturity":2033},{"instrument":"Current portion of long-term debt","amount":500,"maturity":2026}] |
| computed_ratios.current_ratio | 1.51 | ✗- | ✓1.514 |
| computed_ratios.quick_ratio | 1.3 | ✗- | ✓1.357 |
| computed_ratios.debt_to_equity | 0.46 | ✗- | ✓0.461 |
| computed_ratios.debt_to_assets | 0.24 | ✗- | ✓0.243 |
| computed_ratios.working_capital_millions | 2950 | ✗- | ✓2950 |
| balance_sheet_check | true | ✗- | ✓true |
Total debt = current portion ($500M) + long-term ($8,200M) = $8,700M. Current ratio = 8690/5740 = 1.514. Quick ratio = (8690 - 890 - 340)/5740 = 1.30. Working capital = 8690-5740 = 2950. balance_sheet_check confirms Assets = L+E (35820 = 16970 + 18850). Treasury stock is NEGATIVE equity.
Qwen 3.5 Flash scored 0/100 vs GPT-4.1's 91/100
Section 11 — RESTRICTIVE COVENANTS. 11.1 Non-Competition: For a period of eighteen (18) months following termination of employment for any reason, Employee shall not, directly or indirectly, engage in, own, manage, operate, consult for, or be employed by any Competing Business within the Restricted Territory. "Competing Business" means any entity that derives more than twenty percent (20%) of its annual revenue from products or services substantially similar to those offered by Company. "Restricted Territory" means the United States, the United Kingdom, and any country in which Company generated more than $5,000,000 in revenue during the twelve (12) months preceding termination. 11.2 Non-Solicitation of Employees: For a period of twenty-four (24) months following termination, Employee shall not recruit, solicit, or induce any person employed by Company (or who was employed within the six (6) months preceding such solicitation). 11.3 Non-Solicitation of Customers: For a period of twelve (12) months following termination, Employee shall not solicit any customer or prospective customer with whom Employee had material contact during the last twenty-four (24) months of employment. 11.4 Non-Disparagement: For a period of thirty-six (36) months following termination, Employee shall not make any public statements that disparage or defame Company, its officers, directors, or products. This obligation is mutual — Company shall instruct its officers and directors to refrain from disparaging Employee.
“Incorrect/missing fields: non_compete.duration_months, non_compete.scope, non_compete.competing_business_threshold, non_compete.restricted_territory, non_solicitation_employees.duration_months, non_solicitation_employees.lookback_months, non_solicitation_customers.duration_months, non_solicitation_customers.contact_lookback_months, non_disparagement.duration_months, non_disparagement.is_mutual, non_disparagement.company_scope”
“Incorrect/missing fields: non_compete.scope, non_compete.competing_business_threshold, non_disparagement.company_scope”
| Field | Expected | Qwen 3.5 Flash | GPT-4.1 |
|---|---|---|---|
| non_compete.duration_months | 18 | ✗- | ✓18 |
| non_compete.scope | Engage, own, manage, operate, consult, or be employed | ✗- | ✗Employee shall not, directly or indirectly, engage in, own, manage, operate, consult for, or be employed by any Competing Business. |
| non_compete.competing_business_threshold | 20% of annual revenue from similar products/services | ✗- | ✗Any entity that derives more than 20% of its annual revenue from products or services substantially similar to those offered by Company. |
| non_compete.restricted_territory | ["United States","United Kingdom","Countries with >$5M Company revenue in prior 12 months"] | ✗- | ✓["United States","United Kingdom","Any country in which Company generated more than $5,000,000 in revenue during the 12 months preceding termination"] |
| non_solicitation_employees.duration_months | 24 | ✗- | ✓24 |
| non_solicitation_employees.lookback_months | 6 | ✗- | ✓6 |
| non_solicitation_customers.duration_months | 12 | ✗- | ✓12 |
| non_solicitation_customers.contact_lookback_months | 24 | ✗- | ✓24 |
| non_disparagement.duration_months | 36 | ✗- | ✓36 |
| non_disparagement.is_mutual | true | ✗- | ✓true |
| non_disparagement.company_scope | Officers and directors | ✗- | ✗Company, its officers, directors, or products |
Each covenant has a DIFFERENT duration (18/24/12/36 months). Models frequently assign a single duration to all. The geographic scope has a dynamic '$5M revenue' threshold — not just static countries. Non-disparagement is MUTUAL. Non-solicitation of employees has a 6-month lookback.
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Extract product attributes from a title where a material name overlaps with a color name.
Nike Air Max 97 OG QS "Metallic Gold" Bullet — Titanium Violet / Varsity Red — Men's US 10.5 — 2018 Retro Release