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Overview
USE CASES
Documents
Extract text from PDFs and scansRead charts in PDFs
Coding
Review code and find bugs
Data analysis
Analyse business dataReconcile accounts
Security
Investigate security incidentsClassify vulnerabilities
Marketing
Check marketing disclosures
Agent setup
Route to a cheaper modelGate risky tool callsRemember across sessionsAdd skills without breaking old jobs
Challenges

Numbers on each use case are how many tasks it has.

Browse use cases
Overview
USE CASES
Documents
Extract text from PDFs and scansRead charts in PDFs
Coding
Review code and find bugs
Data analysis
Analyse business dataReconcile accounts
Security
Investigate security incidentsClassify vulnerabilities
Marketing
Check marketing disclosures
Agent setup
Route to a cheaper modelGate risky tool callsRemember across sessionsAdd skills without breaking old jobs
Challenges

Numbers on each use case are how many tasks it has.

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Overview19
USE CASES
Documents
Extract text from PDFs and scans1Read charts in PDFs1
Coding
Review code and find bugs2
Data analysis
Analyse business data2Reconcile accounts1
Security
Investigate security incidents1Classify vulnerabilities1
Marketing
Check marketing disclosures1
Agent setup
Route to a cheaper model1Gate risky tool calls1Remember across sessions1Add skills without breaking old jobs1
Challenges5

Numbers on each use case are how many tasks it has.

Browse use cases
Overview19
USE CASES
Documents
Extract text from PDFs and scans1Read charts in PDFs1
Coding
Review code and find bugs2
Data analysis
Analyse business data2Reconcile accounts1
Security
Investigate security incidents1Classify vulnerabilities1
Marketing
Check marketing disclosures1
Agent setup
Route to a cheaper model1Gate risky tool calls1Remember across sessions1Add skills without breaking old jobs1
Challenges5

Numbers on each use case are how many tasks it has.

Agent setup / Route to a cheaper model

Can a router answer as well as always using the big model, for less?

Send each request to the cheapest model that still gets it right.

Best in this use case · ranked only on systems that ran every core taskopus-onlymodelGot 91% of cases right, averaged over 1 core task.
Best value · at least 10% cheaper, still at least ¾ of the best scorejev-cascade-3085% right · $1.30 a run · 45% cheaperCheapest that works: haiku-only · 67% · $0.50
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TASKS IN THIS USE CASE · 1

bar = share of cases right · each row is one full system
⚡ Jev as a router: cheaper than always-Opus?model-routing200 multiple-choice questions from MMLU-Pro — 100 law, 100 engineering — where cheap and frontier models are far apart. A solution answers each question however it likes: one model, or a pipeline that sends some questions to a cheaper model and some to a stronger one. The board p200 cases · 6 runs · core taskOpen task: rules, cases, every run →
opus-onlymodel91%$2.39jev-cascade-60tool90%$2.32jev-cascade-30tool85%$1.30jev-preroute-30tool71%$1.26random-3068%$1.34haiku-onlymodel67%$0.50