Small · 4B

Qwen3 4B Instruct 2507

Published evidence on 263 tasks. Inspect each benchmark before choosing a route.

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Published task evidence

Conversation Summary

100.0% pass rate · 80% quality floor · 4.21s p50

Cheapest passing model

Try task Create task route

Classification Router

96.7% pass rate · 80% quality floor · 2.30s p50

Cheapest passing model

Try task Create task route

Document Structured Extraction

98.1% pass rate · 80% quality floor · 2.95s p50

Cheapest passing model

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Grounded Document QA

99.3% pass rate · 80% quality floor · 1.70s p50

Cheapest passing model

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Account Recovery Agent

53.0% pass rate · 80% quality floor · 51.48s p50

Below the quality floor

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Airline Itinerary Change Agent

21.0% pass rate · 80% quality floor · 69.61s p50

Below the quality floor

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Appointment Management Agent

14.0% pass rate · 80% quality floor · 60.07s p50

Below the quality floor

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Delivery Exception Agent

23.0% pass rate · 80% quality floor · 58.26s p50

Below the quality floor

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Order Change Agent

41.0% pass rate · 80% quality floor · 37.69s p50

Below the quality floor

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Refund Resolution Agent

35.0% pass rate · 80% quality floor · 54.17s p50

Below the quality floor

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Return RMA Agent

18.0% pass rate · 80% quality floor · 70.59s p50

Below the quality floor

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Service Incident Support Agent

4.0% pass rate · 80% quality floor · 70.73s p50

Below the quality floor

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Subscription Change Agent

15.0% pass rate · 80% quality floor · 65.66s p50

Below the quality floor

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Telecom Plan Service Agent

6.0% pass rate · 80% quality floor · 61.90s p50

Below the quality floor

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Account-Pulse

81.0% pass rate · 80% quality floor · 38.12s p50

Cheapest passing model

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CSM-Summary

78.0% pass rate · 80% quality floor · 18.82s p50

Below the quality floor

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Feature-Adopter

13.0% pass rate · 80% quality floor · 10.22s p50

Below the quality floor

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Goal-Setter

0.0% pass rate · 80% quality floor · 53.69s p50

Below the quality floor

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Growth-Index

20.0% pass rate · 80% quality floor · 52.49s p50

Below the quality floor

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Loss-Review

40.0% pass rate · 80% quality floor · 15.09s p50

Below the quality floor

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Milestone-Check

8.0% pass rate · 80% quality floor · 36.18s p50

Below the quality floor

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Review-Recruit

19.0% pass rate · 80% quality floor · 37.27s p50

Below the quality floor

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Upgrade-Assist

0.0% pass rate · 80% quality floor · 58.77s p50

Below the quality floor

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Dev-Link

24.0% pass rate · 80% quality floor · 14.39s p50

Below the quality floor

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Empathy-Edge

93.0% pass rate · 80% quality floor · 5.93s p50

Cheapest passing model

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Help-Article

17.0% pass rate · 80% quality floor · 26.55s p50

Below the quality floor

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Policy-Check

79.0% pass rate · 80% quality floor · 2.01s p50

Below the quality floor

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Quick-Reply

100.0% pass rate · 80% quality floor · 1.80s p50

Cheapest passing model

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Support-Poly

93.0% pass rate · 80% quality floor · 6.19s p50

Cheapest passing model

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Ticket-Clean

20.0% pass rate · 80% quality floor · 1.85s p50

Below the quality floor

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Trouble-Shoot

1.0% pass rate · 80% quality floor · 34.90s p50

Below the quality floor

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Urgency-Sort

55.0% pass rate · 80% quality floor · 47.63s p50

Below the quality floor

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Whale-Watch

33.0% pass rate · 80% quality floor · 2.76s p50

Below the quality floor

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Bash-Medic

9.0% pass rate · 80% quality floor · 20.74s p50

Below the quality floor

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Cobol-to-Python

53.0% pass rate · 80% quality floor · 5.34s p50

Below the quality floor

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Code-Refactorer

51.0% pass rate · 80% quality floor · 7.08s p50

Below the quality floor

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Code-Writer

5.0% pass rate · 80% quality floor · 30.13s p50

Below the quality floor

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Doc-Master

18.0% pass rate · 80% quality floor · 15.64s p50

Below the quality floor

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PR-Summarizer

19.4% pass rate · 80% quality floor · 21.65s p50

Below the quality floor

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Query-Tune

58.0% pass rate · 80% quality floor · 26.77s p50

Below the quality floor

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Regex-Gen

52.0% pass rate · 80% quality floor · 1.39s p50

Below the quality floor

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SDK-Maker

1.0% pass rate · 80% quality floor · 38.75s p50

Below the quality floor

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Style-Fixer

22.0% pass rate · 80% quality floor · 6.31s p50

Below the quality floor

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Bill-Sieve

2.0% pass rate · 80% quality floor · 7.84s p50

Below the quality floor

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BOL-Scanner

74.0% pass rate · 80% quality floor · 6.83s p50

Below the quality floor

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Briefing-Bot

56.0% pass rate · 80% quality floor · 14.81s p50

Below the quality floor

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Cash-Flow-Ref

1.0% pass rate · 80% quality floor · 15.33s p50

Below the quality floor

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Form-Helper

64.0% pass rate · 80% quality floor · 11.13s p50

Below the quality floor

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Policy-Puller

35.0% pass rate · 80% quality floor · 10.93s p50

Below the quality floor

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Profile-Builder

10.0% pass rate · 80% quality floor · 6.01s p50

Below the quality floor

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Rent-Logic

3.0% pass rate · 80% quality floor · 12.28s p50

Below the quality floor

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SKU-Architect

35.0% pass rate · 80% quality floor · 4.00s p50

Below the quality floor

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Source-Verify

36.0% pass rate · 80% quality floor · 82.24s p50

Below the quality floor

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Terms-Finder

12.0% pass rate · 80% quality floor · 6.94s p50

Below the quality floor

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B2B Catalog Schema Mapping

4.0% pass rate · 80% quality floor · 81.02s p50

Below the quality floor

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Counterfeit Listing Detection

40.0% pass rate · 80% quality floor · 67.73s p50

Below the quality floor

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Delivery Exception Explanation

47.0% pass rate · 80% quality floor · 8.25s p50

Below the quality floor

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Good-Better-Best Product Comparison

3.0% pass rate · 80% quality floor · 72.62s p50

Below the quality floor

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Inventory Stock-Out Explanation

36.0% pass rate · 80% quality floor · 57.09s p50

Below the quality floor

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Last-Mile Instruction Clarification

27.0% pass rate · 80% quality floor · 8.21s p50

Below the quality floor

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Natural-Language Product Filter Extraction

66.0% pass rate · 80% quality floor · 1.87s p50

Below the quality floor

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Product Attribute Tagging

46.0% pass rate · 80% quality floor · 2.16s p50

Below the quality floor

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Return Abuse Risk Triage

47.0% pass rate · 80% quality floor · 5.64s p50

Below the quality floor

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Vulnerability Disclosure Intake Summary

78.0% pass rate · 80% quality floor · 15.10s p50

Below the quality floor

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Warehouse Near-Miss Theme Summary

1.0% pass rate · 80% quality floor · 34.98s p50

Below the quality floor

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Wholesale Credit Application Extraction

7.0% pass rate · 80% quality floor · 24.75s p50

Below the quality floor

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Chapter Glossary Extraction

3.0% pass rate · 80% quality floor · 16.84s p50

Below the quality floor

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Constructive Student Feedback Rewrite

85.0% pass rate · 80% quality floor · 7.17s p50

Cheapest passing model

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Interest-Based Math Problem Generation

42.0% pass rate · 80% quality floor · 18.95s p50

Below the quality floor

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Measurable IEP Goal Drafting

4.0% pass rate · 80% quality floor · 13.83s p50

Below the quality floor

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Multiple-Choice Distractor Generation

18.0% pass rate · 80% quality floor · 17.53s p50

Below the quality floor

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Parent-Teacher Conference Summary

64.0% pass rate · 80% quality floor · 17.87s p50

Below the quality floor

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Reading-Level Adjustment

93.0% pass rate · 80% quality floor · 3.16s p50

Cheapest passing model

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Scholarship Eligibility Screening

32.0% pass rate · 80% quality floor · 8.02s p50

Below the quality floor

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Source-Grounded Flashcard Generation

81.0% pass rate · 80% quality floor · 14.35s p50

Cheapest passing model

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Standards-Aligned Lesson Plan Generation

1.0% pass rate · 80% quality floor · 49.20s p50

Below the quality floor

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Syllabus Policy Compliance Check

29.0% pass rate · 80% quality floor · 78.09s p50

Below the quality floor

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Auth-Guard

36.0% pass rate · 80% quality floor · 56.25s p50

Below the quality floor

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Debt-Scan

18.0% pass rate · 80% quality floor · 45.52s p50

Below the quality floor

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ERD-Creator

12.0% pass rate · 80% quality floor · 29.08s p50

Below the quality floor

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Error-Explain

35.0% pass rate · 80% quality floor · 10.40s p50

Below the quality floor

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PRD-Draft

0.0% pass rate · 80% quality floor · 51.35s p50

Below the quality floor

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Release-Logs

44.0% pass rate · 80% quality floor · 10.06s p50

Below the quality floor

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Customer-Facing Release Note Synthesis

9.0% pass rate · 80% quality floor · 15.57s p50

Below the quality floor

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Duplicate Engineering Ticket Detection

77.2% pass rate · 80% quality floor · 85.24s p50

Below the quality floor

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Kubernetes Resource Recommendation

5.3% pass rate · 80% quality floor · 89.81s p50

Below the quality floor

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Load-Test Breaking-Point Summary

0.0% pass rate · 80% quality floor · 30.37s p50

Below the quality floor

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OpenAPI Breaking-Change Detection

20.0% pass rate · 80% quality floor · 67.79s p50

Below the quality floor

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PII Logging Risk Review

21.0% pass rate · 80% quality floor · 78.78s p50

Below the quality floor

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Product Requirement Ambiguity Detection

71.1% pass rate · 80% quality floor · 100.88s p50

Below the quality floor

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SQL Query Performance Diagnosis

4.0% pass rate · 80% quality floor · 83.84s p50

Below the quality floor

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Stack-Trace Error Deduplication

61.0% pass rate · 80% quality floor · 13.44s p50

Below the quality floor

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Terraform Security Misconfiguration Detection

45.0% pass rate · 80% quality floor · 80.54s p50

Below the quality floor

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Tool Selection and Argument Validation

24.0% pass rate · 80% quality floor · 3.69s p50

Below the quality floor

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Unit-Test Case Generation

23.0% pass rate · 80% quality floor · 39.60s p50

Below the quality floor

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Zero-Downtime Schema Migration Planning

0.0% pass rate · 80% quality floor · 91.46s p50

Below the quality floor

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Anomaly-Sense

40.0% pass rate · 80% quality floor · 53.79s p50

Below the quality floor

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ASC 606 Revenue Recognition Review

0.0% pass rate · 80% quality floor · 92.70s p50

Below the quality floor

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Bank-to-GL Reconciliation Explanation

5.0% pass rate · 80% quality floor · 82.01s p50

Below the quality floor

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Budget Variance Narrative

69.0% pass rate · 80% quality floor · 14.85s p50

Below the quality floor

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Chart-Mapper

77.0% pass rate · 80% quality floor · 1.70s p50

Below the quality floor

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Commercial Loan Covenant Monitoring

16.0% pass rate · 80% quality floor · 75.48s p50

Below the quality floor

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Debt-Collector

5.0% pass rate · 80% quality floor · 17.79s p50

Below the quality floor

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EBITDA Add-Back Identification

26.0% pass rate · 80% quality floor · 81.84s p50

Below the quality floor

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Expense-Code

59.0% pass rate · 80% quality floor · 1.66s p50

Below the quality floor

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Expense Policy Decision Explanation

31.0% pass rate · 80% quality floor · 2.96s p50

Below the quality floor

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Extract-AI

17.0% pass rate · 80% quality floor · 7.50s p50

Below the quality floor

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Fixed-Asset Depreciation Classification

22.0% pass rate · 80% quality floor · 26.63s p50

Below the quality floor

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Forecast-Narrator

14.0% pass rate · 80% quality floor · 25.26s p50

Below the quality floor

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Invoice Payment-Fraud Detection

46.0% pass rate · 80% quality floor · 73.46s p50

Below the quality floor

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Ratio-Analyzer

97.0% pass rate · 80% quality floor · 14.19s p50

Cheapest passing model

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Rec-Engine

9.0% pass rate · 80% quality floor · 88.19s p50

Below the quality floor

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Stock-Val

32.0% pass rate · 80% quality floor · 74.23s p50

Below the quality floor

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Thirteen-Week Cash-Flow Forecast

0.0% pass rate · 80% quality floor · 89.29s p50

Below the quality floor

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Three-Way Match Discrepancy Resolution

64.0% pass rate · 80% quality floor · 59.55s p50

Below the quality floor

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Vendor Entity Deduplication

29.0% pass rate · 80% quality floor · 82.82s p50

Below the quality floor

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Budget Transfer Agent

19.0% pass rate · 80% quality floor · 55.77s p50

Below the quality floor

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Cash Application Agent

47.0% pass rate · 80% quality floor · 54.97s p50

Below the quality floor

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Cash Position Agent

3.0% pass rate · 80% quality floor · 80.35s p50

Below the quality floor

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Collections Workflow Agent

4.0% pass rate · 80% quality floor · 90.13s p50

Below the quality floor

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Financial Variance Investigation Agent

7.0% pass rate · 80% quality floor · 104.23s p50

Below the quality floor

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Invoice Three-Way Match Agent

63.0% pass rate · 80% quality floor · 70.03s p50

Below the quality floor

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Month-End Close Agent

26.0% pass rate · 80% quality floor · 88.40s p50

Below the quality floor

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Requisition-to-PO Agent

5.0% pass rate · 80% quality floor · 94.07s p50

Below the quality floor

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Vendor Onboarding Agent

32.3% pass rate · 80% quality floor · 58.95s p50

Below the quality floor

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Claim Denial Appeal Drafting

59.0% pass rate · 80% quality floor · 42.98s p50

Below the quality floor

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Clinical Note SOAP Structuring

5.0% pass rate · 80% quality floor · 10.82s p50

Below the quality floor

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Clinical Trial Eligibility Extraction

30.0% pass rate · 80% quality floor · 26.25s p50

Below the quality floor

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Dietary Allergy Menu Screening

79.0% pass rate · 80% quality floor · 3.25s p50

Below the quality floor

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Draft ICD-10 Code Suggestion

53.0% pass rate · 80% quality floor · 7.42s p50

Below the quality floor

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Elder-Care Daily Note Summary

64.0% pass rate · 80% quality floor · 14.39s p50

Below the quality floor

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Longitudinal Lab Trend Description

2.0% pass rate · 80% quality floor · 49.03s p50

Below the quality floor

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Patient-Friendly Result Explanation

81.0% pass rate · 80% quality floor · 7.00s p50

Cheapest passing model

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Patient Satisfaction Complaint Classification

97.0% pass rate · 80% quality floor · 2.00s p50

Cheapest passing model

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Prior Authorization Evidence Assembly

3.1% pass rate · 80% quality floor · 73.91s p50

Below the quality floor

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All-Hands Question Moderation

8.0% pass rate · 80% quality floor · 3.39s p50

Below the quality floor

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Behavioral Interview Question Generation

59.0% pass rate · 80% quality floor · 44.42s p50

Below the quality floor

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Employee Benefits Policy Q&A

4.0% pass rate · 80% quality floor · 1.87s p50

Below the quality floor

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Employee Engagement Survey Theming

5.0% pass rate · 80% quality floor · 70.95s p50

Below the quality floor

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Inclusive Job Description Review

13.5% pass rate · 80% quality floor · 78.58s p50

Below the quality floor

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Internal Role Opportunity Matching

27.0% pass rate · 80% quality floor · 81.15s p50

Below the quality floor

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Interview Feedback Standardization

19.8% pass rate · 80% quality floor · 60.82s p50

Below the quality floor

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Performance Review Bias Detection

85.0% pass rate · 80% quality floor · 51.85s p50

Cheapest passing model

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Training Transcript Action Summary

77.0% pass rate · 80% quality floor · 21.35s p50

Below the quality floor

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Bias-Check

15.0% pass rate · 80% quality floor · 51.82s p50

Below the quality floor

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Handbook-Bot

84.0% pass rate · 80% quality floor · 4.44s p50

Cheapest passing model

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Interview-Analyst

91.0% pass rate · 80% quality floor · 22.21s p50

Cheapest passing model

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JD-Writer

6.0% pass rate · 80% quality floor · 27.07s p50

Below the quality floor

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L&D-Advisor

2.0% pass rate · 80% quality floor · 79.94s p50

Below the quality floor

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NewHire-Nav

83.0% pass rate · 80% quality floor · 2.90s p50

Cheapest passing model

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Offer-Architect

0.0% pass rate · 80% quality floor · 25.99s p50

Below the quality floor

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Pay-Clarifier

49.0% pass rate · 80% quality floor · 14.15s p50

Below the quality floor

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Retention-Insight

41.0% pass rate · 80% quality floor · 60.82s p50

Below the quality floor

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Deal-Sieve

12.4% pass rate · 80% quality floor · 84.27s p50

Below the quality floor

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Risk-Evaluator

21.0% pass rate · 80% quality floor · 78.59s p50

Below the quality floor

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Trend-Spotter

73.0% pass rate · 80% quality floor · 11.67s p50

Below the quality floor

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Access Request Agent

61.0% pass rate · 80% quality floor · 51.20s p50

Below the quality floor

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Backup Recovery Agent

8.0% pass rate · 80% quality floor · 77.20s p50

Below the quality floor

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Phishing Triage Agent

74.0% pass rate · 80% quality floor · 5.27s p50

Below the quality floor

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SaaS License Reclamation Agent

21.0% pass rate · 80% quality floor · 77.30s p50

Below the quality floor

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Security Alert Investigation Agent

28.0% pass rate · 80% quality floor · 97.50s p50

Below the quality floor

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AML Narrative Writer

5.0% pass rate · 80% quality floor · 68.22s p50

Below the quality floor

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Attorney-Client Privilege Triage

77.0% pass rate · 80% quality floor · 4.55s p50

Below the quality floor

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Bankruptcy Proof of Claim Auditor

85.0% pass rate · 80% quality floor · 18.05s p50

Cheapest passing model

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Clause-Extractor

20.0% pass rate · 80% quality floor · 11.09s p50

Below the quality floor

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Clinical Consent Form Requirement Check

11.0% pass rate · 80% quality floor · 74.23s p50

Below the quality floor

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Conflict-Check

14.0% pass rate · 80% quality floor · 76.72s p50

Below the quality floor

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Conflict of Interest Discloser

81.0% pass rate · 80% quality floor · 41.20s p50

Cheapest passing model

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Construction Change Order Analyst

27.0% pass rate · 80% quality floor · 60.69s p50

Below the quality floor

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Corporate Minutes Public Redaction

14.0% pass rate · 80% quality floor · 22.61s p50

Below the quality floor

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Corporate Minutes Redactor

4.0% pass rate · 80% quality floor · 23.05s p50

Below the quality floor

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Court Transcript Fact Extractor

72.0% pass rate · 80% quality floor · 10.84s p50

Below the quality floor

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Customs HS Code Classifier

7.0% pass rate · 80% quality floor · 5.93s p50

Below the quality floor

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Depo-Summary

51.0% pass rate · 80% quality floor · 27.61s p50

Below the quality floor

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Digital Signature Audit Trail Verifier

62.0% pass rate · 80% quality floor · 61.71s p50

Below the quality floor

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Discovery Privilege Reviewer

53.0% pass rate · 80% quality floor · 5.19s p50

Below the quality floor

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Environmental Impact Report Synthesizer

46.0% pass rate · 80% quality floor · 58.20s p50

Below the quality floor

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Exhibit-List

7.0% pass rate · 80% quality floor · 39.85s p50

Below the quality floor

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FCPA Expense Interaction Risk Classification

58.0% pass rate · 80% quality floor · 5.16s p50

Below the quality floor

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FDD Item 19 Summarizer

97.0% pass rate · 80% quality floor · 14.36s p50

Cheapest passing model

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GDPR DPA Article 28 Validation

20.0% pass rate · 80% quality floor · 28.21s p50

Below the quality floor

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Legalese-to-Plain

56.0% pass rate · 80% quality floor · 5.92s p50

Below the quality floor

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Legal-Template

0.0% pass rate · 80% quality floor · 60.25s p50

Below the quality floor

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Lobbying Disclosure Act Form Assistant

6.0% pass rate · 80% quality floor · 50.70s p50

Below the quality floor

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Media Rights Matrix Generator

47.0% pass rate · 80% quality floor · 8.47s p50

Below the quality floor

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Non-Profit Bylaw Checker

29.0% pass rate · 80% quality floor · 55.28s p50

Below the quality floor

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Open-Source License Compatibility Check

84.0% pass rate · 80% quality floor · 5.83s p50

Cheapest passing model

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Patent Prior-Art Plain-Language Summary

37.0% pass rate · 80% quality floor · 20.36s p50

Below the quality floor

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PHI Exposure Detection in Audit Logs

22.0% pass rate · 80% quality floor · 14.22s p50

Below the quality floor

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Precedent-Finder

28.0% pass rate · 80% quality floor · 14.86s p50

Below the quality floor

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Prior-Art-AI

30.0% pass rate · 80% quality floor · 76.16s p50

Below the quality floor

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Redline-Diff

14.0% pass rate · 80% quality floor · 72.16s p50

Below the quality floor

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Regulatory Alert De-Noiser

81.0% pass rate · 80% quality floor · 25.09s p50

Cheapest passing model

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SaaS MSA Liability Redlining

4.0% pass rate · 80% quality floor · 43.42s p50

Below the quality floor

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SEC Risk-Factor Change Detection

38.0% pass rate · 80% quality floor · 84.56s p50

Below the quality floor

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Shareholder Resolution Sentiment Analyzer

92.0% pass rate · 80% quality floor · 28.85s p50

Cheapest passing model

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Contract Intake Agent

41.7% pass rate · 80% quality floor · 3.71s p50

Below the quality floor

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Keyword-King

80.0% pass rate · 80% quality floor · 2.59s p50

Cheapest passing model

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Landing-Optimize

40.0% pass rate · 80% quality floor · 3.75s p50

Below the quality floor

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Media-Reach

65.0% pass rate · 80% quality floor · 13.15s p50

Below the quality floor

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Substack-Sync

3.0% pass rate · 80% quality floor · 20.86s p50

Below the quality floor

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Success-Story

52.0% pass rate · 80% quality floor · 29.90s p50

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Tone-Checker

57.0% pass rate · 80% quality floor · 34.43s p50

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Trend-Hitch

27.0% pass rate · 80% quality floor · 25.60s p50

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Document Assembly Agent

76.0% pass rate · 80% quality floor · 19.42s p50

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Inbox-to-Action Agent

13.0% pass rate · 80% quality floor · 48.06s p50

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Meeting Logistics Agent

3.0% pass rate · 80% quality floor · 29.45s p50

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Presentation Deck Agent

7.0% pass rate · 80% quality floor · 51.06s p50

Below the quality floor

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Project Status Sync Agent

19.0% pass rate · 80% quality floor · 78.27s p50

Below the quality floor

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Spreadsheet Formula Repair Agent

63.0% pass rate · 80% quality floor · 66.12s p50

Below the quality floor

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Digital-Post

92.0% pass rate · 80% quality floor · 6.12s p50

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Inbox-Guard

37.0% pass rate · 80% quality floor · 82.11s p50

Below the quality floor

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Receipt-Ref

73.0% pass rate · 80% quality floor · 5.64s p50

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Reply-Draft

71.0% pass rate · 80% quality floor · 7.25s p50

Below the quality floor

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Research-Synth

16.0% pass rate · 80% quality floor · 22.72s p50

Below the quality floor

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Sign-Flow

16.0% pass rate · 80% quality floor · 1.73s p50

Below the quality floor

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Slack-Router

46.0% pass rate · 80% quality floor · 1.68s p50

Below the quality floor

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Tidy-Drive

0.0% pass rate · 80% quality floor · 37.85s p50

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Benefits Eligibility Agent

22.0% pass rate · 80% quality floor · 54.64s p50

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Payroll Exception Agent

5.0% pass rate · 80% quality floor · 77.76s p50

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PTO Request Agent

8.0% pass rate · 80% quality floor · 49.86s p50

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Role Transfer Agent

6.0% pass rate · 80% quality floor · 87.86s p50

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Timesheet Compliance Agent

14.0% pass rate · 80% quality floor · 79.88s p50

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ADR-Writer

54.0% pass rate · 80% quality floor · 13.73s p50

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Eisenhower-Bot

42.0% pass rate · 80% quality floor · 8.03s p50

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Manager-Coach

98.0% pass rate · 80% quality floor · 7.02s p50

Cheapest passing model

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Mediator-AI

50.0% pass rate · 80% quality floor · 12.21s p50

Below the quality floor

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Promo-Writer

57.0% pass rate · 80% quality floor · 22.38s p50

Below the quality floor

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Radical-Candor

69.0% pass rate · 80% quality floor · 8.07s p50

Below the quality floor

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Shoutout-Gen

33.0% pass rate · 80% quality floor · 8.28s p50

Below the quality floor

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TownHall-Brief

83.0% pass rate · 80% quality floor · 18.23s p50

Cheapest passing model

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Battlecard-Gen

19.0% pass rate · 80% quality floor · 13.20s p50

Below the quality floor

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BDR-Bot

61.0% pass rate · 80% quality floor · 3.45s p50

Below the quality floor

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Churn-Guard

42.0% pass rate · 80% quality floor · 37.15s p50

Below the quality floor

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Closer-AI

18.0% pass rate · 80% quality floor · 10.84s p50

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CRM-Summarizer

49.0% pass rate · 80% quality floor · 32.98s p50

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Hyper-Pers

59.0% pass rate · 80% quality floor · 7.45s p50

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Meeting-Prep

1.0% pass rate · 80% quality floor · 31.72s p50

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Network-Grow

4.0% pass rate · 80% quality floor · 7.87s p50

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Quote-Fixer

10.0% pass rate · 80% quality floor · 83.21s p50

Below the quality floor

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Churn Save Agent

4.0% pass rate · 80% quality floor · 47.82s p50

Below the quality floor

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CRM Deduplication Agent

8.0% pass rate · 80% quality floor · 91.48s p50

Below the quality floor

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Lead Enrichment Agent

10.0% pass rate · 80% quality floor · 34.69s p50

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Opportunity Hygiene Agent

5.0% pass rate · 80% quality floor · 85.60s p50

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Quote Approval Agent

4.0% pass rate · 80% quality floor · 90.42s p50

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Sales Follow-Up Agent

3.0% pass rate · 80% quality floor · 43.27s p50

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Brand-Voice Rewrite

43.0% pass rate · 80% quality floor · 2.96s p50

Below the quality floor

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Constrained Ad-Copy Variant Generation

1.0% pass rate · 80% quality floor · 15.24s p50

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Customer Case-Study Drafting

69.0% pass rate · 80% quality floor · 15.35s p50

Below the quality floor

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Customer Health Signal Classification

69.0% pass rate · 80% quality floor · 4.62s p50

Below the quality floor

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Email Unsubscribe Reason Classification

94.0% pass rate · 80% quality floor · 1.63s p50

Cheapest passing model

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Lead Routing Explanation

87.0% pass rate · 80% quality floor · 4.43s p50

Cheapest passing model

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Negative Product Review Response

84.0% pass rate · 80% quality floor · 7.01s p50

Cheapest passing model

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Prospect Trigger Summary

86.0% pass rate · 80% quality floor · 14.87s p50

Cheapest passing model

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RFP Executive Summary

47.9% pass rate · 80% quality floor · 28.38s p50

Below the quality floor

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Sales Objection Classification

95.0% pass rate · 80% quality floor · 2.37s p50

Cheapest passing model

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Strategic Account Plan Synthesis

0.0% pass rate · 80% quality floor · 69.11s p50

Below the quality floor

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CI Failure Repair Agent

27.0% pass rate · 80% quality floor · 66.86s p50

Below the quality floor

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Database Performance Agent

9.0% pass rate · 80% quality floor · 76.83s p50

Below the quality floor

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Data Pipeline Recovery Agent

24.0% pass rate · 80% quality floor · 58.95s p50

Below the quality floor

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Dependency Upgrade Agent

3.0% pass rate · 80% quality floor · 80.01s p50

Below the quality floor

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Flaky Test Remediation Agent

4.0% pass rate · 80% quality floor · 58.50s p50

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Repository Issue Resolution Agent

26.7% pass rate · 80% quality floor · 58.99s p50

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Playground and routes select qualified candidates for the task; they do not pin this model.

Price by provider

USD per 1M tokens. Input / output prices, with no markup.
Provider	Input	Output	Observed
TrustedRouter Observed router listing	$0.0106	$0.0317	10/2/2026, 8:00:10 PM UTC