Small · 4B · 24k context

Qwen3 4B Instruct 2507

Qwen3 4B Instruct 2507. Compare provider offers, token prices, and published task evidence below.

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Connected

vllm/Qwen/Qwen3-4B-Instruct-2507Live· Last check: 18 min agoPer 1M tokens$0.01 in · $0.10 outvllm-gcp/Qwen/Qwen3-4B-Instruct-2507Live· Last check: 18 min agoPer 1M tokensPrice unknownClient tariff unavailable for this API ID.

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qwen/qwen3-4b-instruct-2507

$0.01 in · $0.03 outReference · TrustedRouter · 2026-11-02

View details →

Model ID

vllm/Qwen/Qwen3-4B-Instruct-2507

Live· Last check: 18 min ago

About this model

Qwen3 4B Instruct 2507. Compare provider offers, token prices, and published task evidence below.

Input price

$0.01/ 1M tokens

Neurometric

Output price

$0.10/ 1M tokens

Neurometric

Context window

24ktokens

24,576 max input

Architecture

Small tier

Quick Start & OpenAI-compatible SDK usage

Call this model directly with any OpenAI-compatible SDK. Set base_url to the URL below and pass your API key. Sign up for an API key →

# pip install openai
import os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.taskrouter.com/v1",
    api_key=os.environ["TASKROUTER_API_KEY"],
)

reply = client.chat.completions.create(
    model="vllm/Qwen/Qwen3-4B-Instruct-2507",
    messages=[{"role": "user", "content": "Hello! How can you help me today?"}],
)
print(reply.choices[0].message.content)

Base URL: https://api.taskrouter.com/v1Header: Authorization: Bearer $TASKROUTER_API_KEY

Published task evidence

Each task has a minimum pass rate. A model passes the task when its pass rate reaches that minimum.

Conversation Summary

100.0% pass rate · 80% minimum · 4.21s p50

Cheapest passing model

Try task Create task route

Classification Router

96.7% pass rate · 80% minimum · 2.30s p50

Cheapest passing model

Try task Create task route

Document Structured Extraction

98.1% pass rate · 80% minimum · 2.95s p50

Cheapest passing model

Try task Create task route

Grounded Document QA

99.3% pass rate · 80% minimum · 1.70s p50

Cheapest passing model

Try task Create task route

Account Recovery Agent

53.0% pass rate · 80% minimum · 51.48s p50

Below the minimum

Try task Create task route

Airline Itinerary Change Agent

21.0% pass rate · 80% minimum · 69.61s p50

Below the minimum

Try task Create task route

Appointment Management Agent

14.0% pass rate · 80% minimum · 60.07s p50

Below the minimum

Try task Create task route

Delivery Exception Agent

23.0% pass rate · 80% minimum · 58.26s p50

Below the minimum

Try task Create task route

Order Change Agent

41.0% pass rate · 80% minimum · 37.69s p50

Below the minimum

Try task Create task route

Refund Resolution Agent

35.0% pass rate · 80% minimum · 54.17s p50

Below the minimum

Try task Create task route

Return RMA Agent

18.0% pass rate · 80% minimum · 70.59s p50

Below the minimum

Try task Create task route

Service Incident Support Agent

4.0% pass rate · 80% minimum · 70.73s p50

Below the minimum

Try task Create task route

Subscription Change Agent

15.0% pass rate · 80% minimum · 65.66s p50

Below the minimum

Try task Create task route

Telecom Plan Service Agent

6.0% pass rate · 80% minimum · 61.90s p50

Below the minimum

Try task Create task route

Account-Pulse

81.0% pass rate · 80% minimum · 38.12s p50

Cheapest passing model

Try task Create task route

CSM-Summary

78.0% pass rate · 80% minimum · 18.82s p50

Below the minimum

Try task Create task route

Feature-Adopter

13.0% pass rate · 80% minimum · 10.22s p50

Below the minimum

Try task Create task route

Goal-Setter

0.0% pass rate · 80% minimum · 53.69s p50

Below the minimum

Try task Create task route

Growth-Index

20.0% pass rate · 80% minimum · 52.49s p50

Below the minimum

Try task Create task route

Loss-Review

40.0% pass rate · 80% minimum · 15.09s p50

Below the minimum

Try task Create task route

Milestone-Check

8.0% pass rate · 80% minimum · 36.18s p50

Below the minimum

Try task Create task route

Review-Recruit

19.0% pass rate · 80% minimum · 37.27s p50

Below the minimum

Try task Create task route

Upgrade-Assist

0.0% pass rate · 80% minimum · 58.77s p50

Below the minimum

Try task Create task route

Dev-Link

24.0% pass rate · 80% minimum · 14.39s p50

Below the minimum

Try task Create task route

Empathy-Edge

93.0% pass rate · 80% minimum · 5.93s p50

Cheapest passing model

Try task Create task route

Help-Article

17.0% pass rate · 80% minimum · 26.55s p50

Below the minimum

Try task Create task route

Policy-Check

79.0% pass rate · 80% minimum · 2.01s p50

Below the minimum

Try task Create task route

Quick-Reply

100.0% pass rate · 80% minimum · 1.80s p50

Cheapest passing model

Try task Create task route

Support-Poly

93.0% pass rate · 80% minimum · 6.19s p50

Cheapest passing model

Try task Create task route

Ticket-Clean

20.0% pass rate · 80% minimum · 1.85s p50

Below the minimum

Try task Create task route

Trouble-Shoot

1.0% pass rate · 80% minimum · 34.90s p50

Below the minimum

Try task Create task route

Urgency-Sort

55.0% pass rate · 80% minimum · 47.63s p50

Below the minimum

Try task Create task route

Whale-Watch

33.0% pass rate · 80% minimum · 2.76s p50

Below the minimum

Try task Create task route

Bash-Medic

9.0% pass rate · 80% minimum · 20.74s p50

Below the minimum

Try task Create task route

Cobol-to-Python

53.0% pass rate · 80% minimum · 5.34s p50

Below the minimum

Try task Create task route

Code-Refactorer

51.0% pass rate · 80% minimum · 7.08s p50

Below the minimum

Try task Create task route

Code-Writer

5.0% pass rate · 80% minimum · 30.13s p50

Below the minimum

Try task Create task route

Doc-Master

18.0% pass rate · 80% minimum · 15.64s p50

Below the minimum

Try task Create task route

PR-Summarizer

19.4% pass rate · 80% minimum · 21.65s p50

Below the minimum

Try task Create task route

Query-Tune

58.0% pass rate · 80% minimum · 26.77s p50

Below the minimum

Try task Create task route

Regex-Gen

52.0% pass rate · 80% minimum · 1.39s p50

Below the minimum

Try task Create task route

SDK-Maker

1.0% pass rate · 80% minimum · 38.75s p50

Below the minimum

Try task Create task route

Style-Fixer

22.0% pass rate · 80% minimum · 6.31s p50

Below the minimum

Try task Create task route

Bill-Sieve

2.0% pass rate · 80% minimum · 7.84s p50

Below the minimum

Try task Create task route

BOL-Scanner

74.0% pass rate · 80% minimum · 6.83s p50

Below the minimum

Try task Create task route

Briefing-Bot

56.0% pass rate · 80% minimum · 14.81s p50

Below the minimum

Try task Create task route

Cash-Flow-Ref

1.0% pass rate · 80% minimum · 15.33s p50

Below the minimum

Try task Create task route

Form-Helper

64.0% pass rate · 80% minimum · 11.13s p50

Below the minimum

Try task Create task route

Policy-Puller

35.0% pass rate · 80% minimum · 10.93s p50

Below the minimum

Try task Create task route

Profile-Builder

10.0% pass rate · 80% minimum · 6.01s p50

Below the minimum

Try task Create task route

Rent-Logic

3.0% pass rate · 80% minimum · 12.28s p50

Below the minimum

Try task Create task route

SKU-Architect

35.0% pass rate · 80% minimum · 4.00s p50

Below the minimum

Try task Create task route

Source-Verify

36.0% pass rate · 80% minimum · 82.24s p50

Below the minimum

Try task Create task route

Terms-Finder

12.0% pass rate · 80% minimum · 6.94s p50

Below the minimum

Try task Create task route

B2B Catalog Schema Mapping

4.0% pass rate · 80% minimum · 81.02s p50

Below the minimum

Try task Create task route

Counterfeit Listing Detection

40.0% pass rate · 80% minimum · 67.73s p50

Below the minimum

Try task Create task route

Delivery Exception Explanation

47.0% pass rate · 80% minimum · 8.25s p50

Below the minimum

Try task Create task route

Good-Better-Best Product Comparison

3.0% pass rate · 80% minimum · 72.62s p50

Below the minimum

Try task Create task route

Inventory Stock-Out Explanation

36.0% pass rate · 80% minimum · 57.09s p50

Below the minimum

Try task Create task route

Last-Mile Instruction Clarification

27.0% pass rate · 80% minimum · 8.21s p50

Below the minimum

Try task Create task route

Natural-Language Product Filter Extraction

66.0% pass rate · 80% minimum · 1.87s p50

Below the minimum

Try task Create task route

Product Attribute Tagging

46.0% pass rate · 80% minimum · 2.16s p50

Below the minimum

Try task Create task route

Return Abuse Risk Triage

47.0% pass rate · 80% minimum · 5.64s p50

Below the minimum

Try task Create task route

Vulnerability Disclosure Intake Summary

78.0% pass rate · 80% minimum · 15.10s p50

Below the minimum

Try task Create task route

Warehouse Near-Miss Theme Summary

1.0% pass rate · 80% minimum · 34.98s p50

Below the minimum

Try task Create task route

Wholesale Credit Application Extraction

7.0% pass rate · 80% minimum · 24.75s p50

Below the minimum

Try task Create task route

Chapter Glossary Extraction

3.0% pass rate · 80% minimum · 16.84s p50

Below the minimum

Try task Create task route

Constructive Student Feedback Rewrite

85.0% pass rate · 80% minimum · 7.17s p50

Cheapest passing model

Try task Create task route

Interest-Based Math Problem Generation

42.0% pass rate · 80% minimum · 18.95s p50

Below the minimum

Try task Create task route

Measurable IEP Goal Drafting

4.0% pass rate · 80% minimum · 13.83s p50

Below the minimum

Try task Create task route

Multiple-Choice Distractor Generation

18.0% pass rate · 80% minimum · 17.53s p50

Below the minimum

Try task Create task route

Parent-Teacher Conference Summary

64.0% pass rate · 80% minimum · 17.87s p50

Below the minimum

Try task Create task route

Reading-Level Adjustment

93.0% pass rate · 80% minimum · 3.16s p50

Cheapest passing model

Try task Create task route

Scholarship Eligibility Screening

32.0% pass rate · 80% minimum · 8.02s p50

Below the minimum

Try task Create task route

Source-Grounded Flashcard Generation

81.0% pass rate · 80% minimum · 14.35s p50

Cheapest passing model

Try task Create task route

Standards-Aligned Lesson Plan Generation

1.0% pass rate · 80% minimum · 49.20s p50

Below the minimum

Try task Create task route

Syllabus Policy Compliance Check

29.0% pass rate · 80% minimum · 78.09s p50

Below the minimum

Try task Create task route

Auth-Guard

36.0% pass rate · 80% minimum · 56.25s p50

Below the minimum

Try task Create task route

Debt-Scan

18.0% pass rate · 80% minimum · 45.52s p50

Below the minimum

Try task Create task route

ERD-Creator

12.0% pass rate · 80% minimum · 29.08s p50

Below the minimum

Try task Create task route

Error-Explain

35.0% pass rate · 80% minimum · 10.40s p50

Below the minimum

Try task Create task route

PRD-Draft

0.0% pass rate · 80% minimum · 51.35s p50

Below the minimum

Try task Create task route

Release-Logs

44.0% pass rate · 80% minimum · 10.06s p50

Below the minimum

Try task Create task route

Customer-Facing Release Note Synthesis

9.0% pass rate · 80% minimum · 15.57s p50

Below the minimum

Try task Create task route

Duplicate Engineering Ticket Detection

77.2% pass rate · 80% minimum · 85.24s p50

Below the minimum

Try task Create task route

Kubernetes Resource Recommendation

5.3% pass rate · 80% minimum · 89.81s p50

Below the minimum

Try task Create task route

Load-Test Breaking-Point Summary

0.0% pass rate · 80% minimum · 30.37s p50

Below the minimum

Try task Create task route

OpenAPI Breaking-Change Detection

20.0% pass rate · 80% minimum · 67.79s p50

Below the minimum

Try task Create task route

PII Logging Risk Review

21.0% pass rate · 80% minimum · 78.78s p50

Below the minimum

Try task Create task route

Product Requirement Ambiguity Detection

71.1% pass rate · 80% minimum · 100.88s p50

Below the minimum

Try task Create task route

SQL Query Performance Diagnosis

4.0% pass rate · 80% minimum · 83.84s p50

Below the minimum

Try task Create task route

Stack-Trace Error Deduplication

61.0% pass rate · 80% minimum · 13.44s p50

Below the minimum

Try task Create task route

Terraform Security Misconfiguration Detection

45.0% pass rate · 80% minimum · 80.54s p50

Below the minimum

Try task Create task route

Tool Selection and Argument Validation

24.0% pass rate · 80% minimum · 3.69s p50

Below the minimum

Try task Create task route

Unit-Test Case Generation

23.0% pass rate · 80% minimum · 39.60s p50

Below the minimum

Try task Create task route

Zero-Downtime Schema Migration Planning

0.0% pass rate · 80% minimum · 91.46s p50

Below the minimum

Try task Create task route

Anomaly-Sense

40.0% pass rate · 80% minimum · 53.79s p50

Below the minimum

Try task Create task route

ASC 606 Revenue Recognition Review

0.0% pass rate · 80% minimum · 92.70s p50

Below the minimum

Try task Create task route

Bank-to-GL Reconciliation Explanation

5.0% pass rate · 80% minimum · 82.01s p50

Below the minimum

Try task Create task route

Budget Variance Narrative

69.0% pass rate · 80% minimum · 14.85s p50

Below the minimum

Try task Create task route

Chart-Mapper

77.0% pass rate · 80% minimum · 1.70s p50

Below the minimum

Try task Create task route

Commercial Loan Covenant Monitoring

16.0% pass rate · 80% minimum · 75.48s p50

Below the minimum

Try task Create task route

Debt-Collector

5.0% pass rate · 80% minimum · 17.79s p50

Below the minimum

Try task Create task route

EBITDA Add-Back Identification

26.0% pass rate · 80% minimum · 81.84s p50

Below the minimum

Try task Create task route

Expense-Code

59.0% pass rate · 80% minimum · 1.66s p50

Below the minimum

Try task Create task route

Expense Policy Decision Explanation

31.0% pass rate · 80% minimum · 2.96s p50

Below the minimum

Try task Create task route

Extract-AI

17.0% pass rate · 80% minimum · 7.50s p50

Below the minimum

Try task Create task route

Fixed-Asset Depreciation Classification

22.0% pass rate · 80% minimum · 26.63s p50

Below the minimum

Try task Create task route

Forecast-Narrator

14.0% pass rate · 80% minimum · 25.26s p50

Below the minimum

Try task Create task route

Invoice Payment-Fraud Detection

46.0% pass rate · 80% minimum · 73.46s p50

Below the minimum

Try task Create task route

Ratio-Analyzer

97.0% pass rate · 80% minimum · 14.19s p50

Cheapest passing model

Try task Create task route

Rec-Engine

9.0% pass rate · 80% minimum · 88.19s p50

Below the minimum

Try task Create task route

Stock-Val

32.0% pass rate · 80% minimum · 74.23s p50

Below the minimum

Try task Create task route

Thirteen-Week Cash-Flow Forecast

0.0% pass rate · 80% minimum · 89.29s p50

Below the minimum

Try task Create task route

Three-Way Match Discrepancy Resolution

64.0% pass rate · 80% minimum · 59.55s p50

Below the minimum

Try task Create task route

Vendor Entity Deduplication

29.0% pass rate · 80% minimum · 82.82s p50

Below the minimum

Try task Create task route

Budget Transfer Agent

19.0% pass rate · 80% minimum · 55.77s p50

Below the minimum

Try task Create task route

Cash Application Agent

47.0% pass rate · 80% minimum · 54.97s p50

Below the minimum

Try task Create task route

Cash Position Agent

3.0% pass rate · 80% minimum · 80.35s p50

Below the minimum

Try task Create task route

Collections Workflow Agent

4.0% pass rate · 80% minimum · 90.13s p50

Below the minimum

Try task Create task route

Financial Variance Investigation Agent

7.0% pass rate · 80% minimum · 104.23s p50

Below the minimum

Try task Create task route

Invoice Three-Way Match Agent

63.0% pass rate · 80% minimum · 70.03s p50

Below the minimum

Try task Create task route

Month-End Close Agent

26.0% pass rate · 80% minimum · 88.40s p50

Below the minimum

Try task Create task route

Requisition-to-PO Agent

5.0% pass rate · 80% minimum · 94.07s p50

Below the minimum

Try task Create task route

Vendor Onboarding Agent

32.3% pass rate · 80% minimum · 58.95s p50

Below the minimum

Try task Create task route

Claim Denial Appeal Drafting

59.0% pass rate · 80% minimum · 42.98s p50

Below the minimum

Try task Create task route

Clinical Note SOAP Structuring

5.0% pass rate · 80% minimum · 10.82s p50

Below the minimum

Try task Create task route

Clinical Trial Eligibility Extraction

30.0% pass rate · 80% minimum · 26.25s p50

Below the minimum

Try task Create task route

Dietary Allergy Menu Screening

79.0% pass rate · 80% minimum · 3.25s p50

Below the minimum

Try task Create task route

Draft ICD-10 Code Suggestion

53.0% pass rate · 80% minimum · 7.42s p50

Below the minimum

Try task Create task route

Elder-Care Daily Note Summary

64.0% pass rate · 80% minimum · 14.39s p50

Below the minimum

Try task Create task route

Longitudinal Lab Trend Description

2.0% pass rate · 80% minimum · 49.03s p50

Below the minimum

Try task Create task route

Patient-Friendly Result Explanation

81.0% pass rate · 80% minimum · 7.00s p50

Cheapest passing model

Try task Create task route

Patient Satisfaction Complaint Classification

97.0% pass rate · 80% minimum · 2.00s p50

Cheapest passing model

Try task Create task route

Prior Authorization Evidence Assembly

3.1% pass rate · 80% minimum · 73.91s p50

Below the minimum

Try task Create task route

All-Hands Question Moderation

8.0% pass rate · 80% minimum · 3.39s p50

Below the minimum

Try task Create task route

Behavioral Interview Question Generation

59.0% pass rate · 80% minimum · 44.42s p50

Below the minimum

Try task Create task route

Employee Benefits Policy Q&A

4.0% pass rate · 80% minimum · 1.87s p50

Below the minimum

Try task Create task route

Employee Engagement Survey Theming

5.0% pass rate · 80% minimum · 70.95s p50

Below the minimum

Try task Create task route

Inclusive Job Description Review

13.5% pass rate · 80% minimum · 78.58s p50

Below the minimum

Try task Create task route

Internal Role Opportunity Matching

27.0% pass rate · 80% minimum · 81.15s p50

Below the minimum

Try task Create task route

Interview Feedback Standardization

19.8% pass rate · 80% minimum · 60.82s p50

Below the minimum

Try task Create task route

Performance Review Bias Detection

85.0% pass rate · 80% minimum · 51.85s p50

Cheapest passing model

Try task Create task route

Training Transcript Action Summary

77.0% pass rate · 80% minimum · 21.35s p50

Below the minimum

Try task Create task route

Bias-Check

15.0% pass rate · 80% minimum · 51.82s p50

Below the minimum

Try task Create task route

Handbook-Bot

84.0% pass rate · 80% minimum · 4.44s p50

Cheapest passing model

Try task Create task route

Interview-Analyst

91.0% pass rate · 80% minimum · 22.21s p50

Cheapest passing model

Try task Create task route

JD-Writer

6.0% pass rate · 80% minimum · 27.07s p50

Below the minimum

Try task Create task route

L&D-Advisor

2.0% pass rate · 80% minimum · 79.94s p50

Below the minimum

Try task Create task route

NewHire-Nav

83.0% pass rate · 80% minimum · 2.90s p50

Cheapest passing model

Try task Create task route

Offer-Architect

0.0% pass rate · 80% minimum · 25.99s p50

Below the minimum

Try task Create task route

Pay-Clarifier

49.0% pass rate · 80% minimum · 14.15s p50

Below the minimum

Try task Create task route

Retention-Insight

41.0% pass rate · 80% minimum · 60.82s p50

Below the minimum

Try task Create task route

Deal-Sieve

12.4% pass rate · 80% minimum · 84.27s p50

Below the minimum

Try task Create task route

Risk-Evaluator

21.0% pass rate · 80% minimum · 78.59s p50

Below the minimum

Try task Create task route

Trend-Spotter

73.0% pass rate · 80% minimum · 11.67s p50

Below the minimum

Try task Create task route

Access Request Agent

61.0% pass rate · 80% minimum · 51.20s p50

Below the minimum

Try task Create task route

Backup Recovery Agent

8.0% pass rate · 80% minimum · 77.20s p50

Below the minimum

Try task Create task route

Phishing Triage Agent

74.0% pass rate · 80% minimum · 5.27s p50

Below the minimum

Try task Create task route

SaaS License Reclamation Agent

21.0% pass rate · 80% minimum · 77.30s p50

Below the minimum

Try task Create task route

Security Alert Investigation Agent

28.0% pass rate · 80% minimum · 97.50s p50

Below the minimum

Try task Create task route

AML Narrative Writer

5.0% pass rate · 80% minimum · 68.22s p50

Below the minimum

Try task Create task route

Attorney-Client Privilege Triage

77.0% pass rate · 80% minimum · 4.55s p50

Below the minimum

Try task Create task route

Bankruptcy Proof of Claim Auditor

85.0% pass rate · 80% minimum · 18.05s p50

Cheapest passing model

Try task Create task route

Clause-Extractor

20.0% pass rate · 80% minimum · 11.09s p50

Below the minimum

Try task Create task route

Clinical Consent Form Requirement Check

11.0% pass rate · 80% minimum · 74.23s p50

Below the minimum

Try task Create task route

Conflict-Check

14.0% pass rate · 80% minimum · 76.72s p50

Below the minimum

Try task Create task route

Conflict of Interest Discloser

81.0% pass rate · 80% minimum · 41.20s p50

Cheapest passing model

Try task Create task route

Construction Change Order Analyst

27.0% pass rate · 80% minimum · 60.69s p50

Below the minimum

Try task Create task route

Corporate Minutes Public Redaction

14.0% pass rate · 80% minimum · 22.61s p50

Below the minimum

Try task Create task route

Corporate Minutes Redactor

4.0% pass rate · 80% minimum · 23.05s p50

Below the minimum

Try task Create task route

Court Transcript Fact Extractor

72.0% pass rate · 80% minimum · 10.84s p50

Below the minimum

Try task Create task route

Customs HS Code Classifier

7.0% pass rate · 80% minimum · 5.93s p50

Below the minimum

Try task Create task route

Depo-Summary

51.0% pass rate · 80% minimum · 27.61s p50

Below the minimum

Try task Create task route

Digital Signature Audit Trail Verifier

62.0% pass rate · 80% minimum · 61.71s p50

Below the minimum

Try task Create task route

Discovery Privilege Reviewer

53.0% pass rate · 80% minimum · 5.19s p50

Below the minimum

Try task Create task route

Environmental Impact Report Synthesizer

46.0% pass rate · 80% minimum · 58.20s p50

Below the minimum

Try task Create task route

Exhibit-List

7.0% pass rate · 80% minimum · 39.85s p50

Below the minimum

Try task Create task route

FCPA Expense Interaction Risk Classification

58.0% pass rate · 80% minimum · 5.16s p50

Below the minimum

Try task Create task route

FDD Item 19 Summarizer

97.0% pass rate · 80% minimum · 14.36s p50

Cheapest passing model

Try task Create task route

GDPR DPA Article 28 Validation

20.0% pass rate · 80% minimum · 28.21s p50

Below the minimum

Try task Create task route

Legalese-to-Plain

56.0% pass rate · 80% minimum · 5.92s p50

Below the minimum

Try task Create task route

Legal-Template

0.0% pass rate · 80% minimum · 60.25s p50

Below the minimum

Try task Create task route

Lobbying Disclosure Act Form Assistant

6.0% pass rate · 80% minimum · 50.70s p50

Below the minimum

Try task Create task route

Media Rights Matrix Generator

47.0% pass rate · 80% minimum · 8.47s p50

Below the minimum

Try task Create task route

Non-Profit Bylaw Checker

29.0% pass rate · 80% minimum · 55.28s p50

Below the minimum

Try task Create task route

Open-Source License Compatibility Check

84.0% pass rate · 80% minimum · 5.83s p50

Cheapest passing model

Try task Create task route

Patent Prior-Art Plain-Language Summary

37.0% pass rate · 80% minimum · 20.36s p50

Below the minimum

Try task Create task route

PHI Exposure Detection in Audit Logs

22.0% pass rate · 80% minimum · 14.22s p50

Below the minimum

Try task Create task route

Precedent-Finder

28.0% pass rate · 80% minimum · 14.86s p50

Below the minimum

Try task Create task route

Prior-Art-AI

30.0% pass rate · 80% minimum · 76.16s p50

Below the minimum

Try task Create task route

Redline-Diff

14.0% pass rate · 80% minimum · 72.16s p50

Below the minimum

Try task Create task route

Regulatory Alert De-Noiser

81.0% pass rate · 80% minimum · 25.09s p50

Cheapest passing model

Try task Create task route

SaaS MSA Liability Redlining

4.0% pass rate · 80% minimum · 43.42s p50

Below the minimum

Try task Create task route

SEC Risk-Factor Change Detection

38.0% pass rate · 80% minimum · 84.56s p50

Below the minimum

Try task Create task route

Shareholder Resolution Sentiment Analyzer

92.0% pass rate · 80% minimum · 28.85s p50

Cheapest passing model

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Contract Intake Agent

41.7% pass rate · 80% minimum · 3.71s p50

Below the minimum

Try task Create task route

Keyword-King

80.0% pass rate · 80% minimum · 2.59s p50

Cheapest passing model

Try task Create task route

Landing-Optimize

40.0% pass rate · 80% minimum · 3.75s p50

Below the minimum

Try task Create task route

Media-Reach

65.0% pass rate · 80% minimum · 13.15s p50

Below the minimum

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Substack-Sync

3.0% pass rate · 80% minimum · 20.86s p50

Below the minimum

Try task Create task route

Success-Story

52.0% pass rate · 80% minimum · 29.90s p50

Below the minimum

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Tone-Checker

57.0% pass rate · 80% minimum · 34.43s p50

Below the minimum

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Trend-Hitch

27.0% pass rate · 80% minimum · 25.60s p50

Below the minimum

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Document Assembly Agent

76.0% pass rate · 80% minimum · 19.42s p50

Below the minimum

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Inbox-to-Action Agent

13.0% pass rate · 80% minimum · 48.06s p50

Below the minimum

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Meeting Logistics Agent

3.0% pass rate · 80% minimum · 29.45s p50

Below the minimum

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Presentation Deck Agent

7.0% pass rate · 80% minimum · 51.06s p50

Below the minimum

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Project Status Sync Agent

19.0% pass rate · 80% minimum · 78.27s p50

Below the minimum

Try task Create task route

Spreadsheet Formula Repair Agent

63.0% pass rate · 80% minimum · 66.12s p50

Below the minimum

Try task Create task route

Digital-Post

92.0% pass rate · 80% minimum · 6.12s p50

Cheapest passing model

Try task Create task route

Inbox-Guard

37.0% pass rate · 80% minimum · 82.11s p50

Below the minimum

Try task Create task route

Receipt-Ref

73.0% pass rate · 80% minimum · 5.64s p50

Below the minimum

Try task Create task route

Reply-Draft

71.0% pass rate · 80% minimum · 7.25s p50

Below the minimum

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Research-Synth

16.0% pass rate · 80% minimum · 22.72s p50

Below the minimum

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Sign-Flow

16.0% pass rate · 80% minimum · 1.73s p50

Below the minimum

Try task Create task route

Slack-Router

46.0% pass rate · 80% minimum · 1.68s p50

Below the minimum

Try task Create task route

Tidy-Drive

0.0% pass rate · 80% minimum · 37.85s p50

Below the minimum

Try task Create task route

Benefits Eligibility Agent

22.0% pass rate · 80% minimum · 54.64s p50

Below the minimum

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Payroll Exception Agent

5.0% pass rate · 80% minimum · 77.76s p50

Below the minimum

Try task Create task route

PTO Request Agent

8.0% pass rate · 80% minimum · 49.86s p50

Below the minimum

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Role Transfer Agent

6.0% pass rate · 80% minimum · 87.86s p50

Below the minimum

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Timesheet Compliance Agent

14.0% pass rate · 80% minimum · 79.88s p50

Below the minimum

Try task Create task route

ADR-Writer

54.0% pass rate · 80% minimum · 13.73s p50

Below the minimum

Try task Create task route

Eisenhower-Bot

42.0% pass rate · 80% minimum · 8.03s p50

Below the minimum

Try task Create task route

Manager-Coach

98.0% pass rate · 80% minimum · 7.02s p50

Cheapest passing model

Try task Create task route

Mediator-AI

50.0% pass rate · 80% minimum · 12.21s p50

Below the minimum

Try task Create task route

Promo-Writer

57.0% pass rate · 80% minimum · 22.38s p50

Below the minimum

Try task Create task route

Radical-Candor

69.0% pass rate · 80% minimum · 8.07s p50

Below the minimum

Try task Create task route

Shoutout-Gen

33.0% pass rate · 80% minimum · 8.28s p50

Below the minimum

Try task Create task route

TownHall-Brief

83.0% pass rate · 80% minimum · 18.23s p50

Cheapest passing model

Try task Create task route

Battlecard-Gen

19.0% pass rate · 80% minimum · 13.20s p50

Below the minimum

Try task Create task route

BDR-Bot

61.0% pass rate · 80% minimum · 3.45s p50

Below the minimum

Try task Create task route

Churn-Guard

42.0% pass rate · 80% minimum · 37.15s p50

Below the minimum

Try task Create task route

Closer-AI

18.0% pass rate · 80% minimum · 10.84s p50

Below the minimum

Try task Create task route

CRM-Summarizer

49.0% pass rate · 80% minimum · 32.98s p50

Below the minimum

Try task Create task route

Hyper-Pers

59.0% pass rate · 80% minimum · 7.45s p50

Below the minimum

Try task Create task route

Meeting-Prep

1.0% pass rate · 80% minimum · 31.72s p50

Below the minimum

Try task Create task route

Network-Grow

4.0% pass rate · 80% minimum · 7.87s p50

Below the minimum

Try task Create task route

Quote-Fixer

10.0% pass rate · 80% minimum · 83.21s p50

Below the minimum

Try task Create task route

Churn Save Agent

4.0% pass rate · 80% minimum · 47.82s p50

Below the minimum

Try task Create task route

CRM Deduplication Agent

8.0% pass rate · 80% minimum · 91.48s p50

Below the minimum

Try task Create task route

Lead Enrichment Agent

10.0% pass rate · 80% minimum · 34.69s p50

Below the minimum

Try task Create task route

Opportunity Hygiene Agent

5.0% pass rate · 80% minimum · 85.60s p50

Below the minimum

Try task Create task route

Quote Approval Agent

4.0% pass rate · 80% minimum · 90.42s p50

Below the minimum

Try task Create task route

Sales Follow-Up Agent

3.0% pass rate · 80% minimum · 43.27s p50

Below the minimum

Try task Create task route

Brand-Voice Rewrite

43.0% pass rate · 80% minimum · 2.96s p50

Below the minimum

Try task Create task route

Constrained Ad-Copy Variant Generation

1.0% pass rate · 80% minimum · 15.24s p50

Below the minimum

Try task Create task route

Customer Case-Study Drafting

69.0% pass rate · 80% minimum · 15.35s p50

Below the minimum

Try task Create task route

Customer Health Signal Classification

69.0% pass rate · 80% minimum · 4.62s p50

Below the minimum

Try task Create task route

Email Unsubscribe Reason Classification

94.0% pass rate · 80% minimum · 1.63s p50

Cheapest passing model

Try task Create task route

Lead Routing Explanation

87.0% pass rate · 80% minimum · 4.43s p50

Cheapest passing model

Try task Create task route

Negative Product Review Response

84.0% pass rate · 80% minimum · 7.01s p50

Cheapest passing model

Try task Create task route

Prospect Trigger Summary

86.0% pass rate · 80% minimum · 14.87s p50

Cheapest passing model

Try task Create task route

RFP Executive Summary

47.9% pass rate · 80% minimum · 28.38s p50

Below the minimum

Try task Create task route

Sales Objection Classification

95.0% pass rate · 80% minimum · 2.37s p50

Cheapest passing model

Try task Create task route

Strategic Account Plan Synthesis

0.0% pass rate · 80% minimum · 69.11s p50

Below the minimum

Try task Create task route

CI Failure Repair Agent

27.0% pass rate · 80% minimum · 66.86s p50

Below the minimum

Try task Create task route

Database Performance Agent

9.0% pass rate · 80% minimum · 76.83s p50

Below the minimum

Try task Create task route

Data Pipeline Recovery Agent

24.0% pass rate · 80% minimum · 58.95s p50

Below the minimum

Try task Create task route

Dependency Upgrade Agent

3.0% pass rate · 80% minimum · 80.01s p50

Below the minimum

Try task Create task route

Flaky Test Remediation Agent

4.0% pass rate · 80% minimum · 58.50s p50

Below the minimum

Try task Create task route

Repository Issue Resolution Agent

26.7% pass rate · 80% minimum · 58.99s p50

Below the minimum

Try task Create task route

The Playground and task routes choose from all models that pass the task, so they may not use this model.