Use cases
Twenty-eight products where AI usage is COGS.
The pattern is the same everywhere: a pipeline of agents, each one re-establishing business knowledge the previous one already had. The more often your agents repeatedly process customer-specific business knowledge, the larger the optimization opportunity. Pick the one that looks like your product.
28
Product shapes covered
1
Layer underneath all of them
100
Production runs to find out
AI Content Platforms
01research → strategy → campaign → script → post → video
Lower cost per generated asset.
See how it works →AI Research Platforms
02companies → markets → competitors → prior findings
Lower research cost per customer.
See how it works →AI Sales Agents
03prospect → account → positioning → offer
Lower cost per qualified action.
See how it works →AI Support Agents
04product rules → account → history → resolution
Lower cost per resolved request.
See how it works →Autonomous Agent Networks
05planner → researcher → specialist → executor → reviewer
Lower cost per completed workflow.
See how it works →Enterprise AI Systems
06processes → policies → products → operations
Lower enterprise inference spend.
See how it works →AI Recruiting Agents
07sourcing → screening → outreach → scheduling
Lower cost per screened candidate.
See how it works →AI Legal Assistants
08intake → clause analysis → precedent → draft
Lower cost per reviewed document.
See how it works →AI Financial Analysts
09statements → ratios → peers → memo
Lower cost per analysis.
See how it works →AI Marketing Automation
10segment → offer → sequence → measure
Lower cost per personalized message.
See how it works →AI Coding Agents
11repo → issue → patch → review
Lower cost per merged change.
See how it works →AI Data & BI Agents
12question → schema → query → narrative
Lower cost per answered question.
See how it works →AI Clinical Documentation
13encounter → coding → summary → chart
Lower cost per documented encounter.
See how it works →AI Tutoring Platforms
14learner model → lesson → practice → feedback
Lower cost per learning hour.
See how it works →AI Translation & Localization
15glossary → context → translate → QA
Lower cost per translated segment.
See how it works →AI Document Processing
16ingest → extract → validate → post
Lower cost per processed document.
See how it works →AI Compliance Monitoring
17policy → signal → assess → report
Lower cost per assessed signal.
See how it works →AI Onboarding Agents
18account → plan → setup → activation
Lower cost per activated account.
See how it works →AI Recommendation Engines
19catalog → profile → rank → explain
Lower cost per recommendation.
See how it works →AI Claims Processing
20intake → policy → adjudicate → decision
Lower cost per adjudicated claim.
See how it works →AI Real Estate Agents
21listing → buyer → match → negotiation
Lower cost per qualified enquiry.
See how it works →AI Travel Planning Agents
22traveler → policy → itinerary → booking
Lower cost per booked itinerary.
See how it works →AI Supply Chain Agents
23demand → inventory → supplier → plan
Lower cost per planning cycle.
See how it works →AI QA & Test Agents
24spec → generate → run → triage
Lower cost per verified build.
See how it works →AI Social Media Agents
25brand → trend → post → reply
Lower cost per published interaction.
See how it works →AI Due Diligence
26dataroom → risk → finding → memo
Lower cost per diligence workstream.
See how it works →AI Moderation Agents
27policy → signal → decision → appeal
Lower cost per moderated item.
See how it works →AI Executive Assistants
28inbox → calendar → brief → action
Lower cost per assisted action.
See how it works →