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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.

Marketing / Check marketing disclosures

Which setup catches influencer posts missing a disclosure?

Flag influencer posts that miss a required disclosure.

Best in this use case · ranked only on systems that ran every core taskinfluencer-marketing-skill-nexscope + claude-sonnet-4-6Got 89% of cases right, averaged over 1 core task.
Best value · at least 10% cheaper, still at least ¾ of the best scoreThe best is also the best valueNothing ranked here is at least 10% cheaper and still close to it.
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TASKS IN THIS USE CASE · 1

bar = share of cases right · each row is one full system
influencer_marketing_disclosureinfluencer-marketing-disclosureGiven a self-contained influencer/creator-partnership scenario, the solution must give correct guidance on the parts of influencer marketing that have actual right answers: whether FTC disclosure is required, how to set up attribution when links aren't clickable, whether to write11 cases · 6 runs · core taskOpen task: rules, cases, every run →
influencer-marketing-skill-nexscope + claude-sonnet-4-689%$0.077influencer-marketing-skill-coreyhaines + claude-sonnet-4-689%$0.094influencer-marketing-skill-cgallic + claude-sonnet-4-684%$0.088influencer-marketing-skill-mohitagw + claude-sonnet-4-684%$0.091baseline-no-skill + claude-opus-4-884%$0.18baseline-no-skill + claude-sonnet-4-678%$0.084