Use cases
What we'd build for you — A to Z.
23 agent, app, ML, and pipeline patterns we've shipped or could ship. Filter by pillar or industry — or search.
23 / 23 use cases
Lead qualification agent
Multi-channel agent that engages every inbound lead in 60s, runs a real discovery flow, books AEs only when they should be talking.
Agents & AutomationB2B SaaSProfessional servicesSupport deflection bot
RAG over docs, policy, FAQ. Citation-required. Deflects 40-70% of tier-1 tickets with refusal patterns on the edge cases.
Apps & ChatbotsB2B SaaSE-commerceCatalog assistant (PDP)
Product-page assistant answering fit, size, compatibility with citations from product copy and reviews. Conversion lift on PDP traffic.
Apps & ChatbotsE-commerceAutonomous bug-fix PRs
Triage chatbot + Claude Code in a sandbox writes fixes for low-complexity bugs. PR created for human review.
Agents & AutomationB2B SaaSDevToolsMulti-agent ops monitor
One agent per role you'd hire. Production, maintenance, quality, inventory — coordinating through a shared event bus, alerting via WhatsApp.
Agents & AutomationManufacturingPredictive maintenance
Classical ML over SCADA/IoT telemetry. Retrained weekly. Surfaces alerts before downtime happens.
Data & IntelligenceManufacturingLogisticsVision QC for production lines
YOLO-based defect detection with active learning. Routes uncertain cases to your QC engineer.
Data & IntelligenceManufacturingAI-native ERP layer
Natural-language query agent over your ERP. Anomaly detection on cost, stock, receivables. Audit-traceable.
Apps & ChatbotsManufacturingFinanceDocument automation pipeline
BOL / PO / invoice / QC extraction with structured-output validation. Exception-only human review.
Agents & AutomationFinanceLogisticsManufacturingKYC + onboarding automation
Doc extraction, sanctions screening, risk scoring. Exception-only review. Audit log on every decision.
Agents & AutomationFinanceAdvisor copilot
Client-meeting prep, summary, and next-action drafting. Cites every fact back to source CRM / portfolio data.
Apps & ChatbotsFinanceTenant assistant
24/7 chat for maintenance, lease, FAQ. RAG over property docs. Escalates to humans with full context.
Apps & ChatbotsReal estatePre-visit clinical intake
Patient-facing assistant capturing symptoms, history, consent before the visit. PHI-compliant.
Apps & ChatbotsHealthcareAmbient clinical documentation
Visit-summary drafting from consented audio with clinician review. Notes shaved by 30-60 minutes per day.
Data & IntelligenceHealthcareTrack-and-trace chatbot
Shipper-facing assistant answering 'where's my shipment' with up-to-minute TMS data.
Apps & ChatbotsLogisticsE-commerceAdaptive tutoring agent
Per-student tutor that adapts to mastery and pace. Pedagogy-aware prompts, no shortcuts to answers.
Apps & ChatbotsEducationContent production pipeline
Idea → script → voice → b-roll → thumbnails → publishing → repurposing. Humans approve at three checkpoints.
Agents & AutomationCreator economyMarketingCold outbound personalization
Enrichment + per-prospect angle generation + send-time optimization. Eval suite to catch generic drift.
Agents & AutomationB2B SaaSRenewal risk monitor
Weekly account scoring on usage / support / NPS / login. Surfaces the bottom decile to CSMs.
Data & IntelligenceB2B SaaSReview intelligence layer
Cross-platform aggregation with sentiment, theme extraction, PDP-ready quotes. Updated weekly.
Data & IntelligenceE-commerceVoice IVR replacement
Conversational voice agent over Twilio / Vapi. Replaces IVR menus with a real conversation, escalates seamlessly.
Agents & AutomationB2B SaaSHealthcareFinanceAI strategy roadmap
Discovery → opportunity backlog → ROI model → 12-month plan. For leaders being asked 'what are we doing about AI?'
Strategy & EnablementAllEngineering enablement workshop
Two-day hands-on for your engineers — prompts, RAG, agents, evals, production gotchas no blog post covers.
Strategy & EnablementAll
Yours not in the list?
Type your problem in the hero — our agent will scope a solution and show you the closest pattern we'd start from.
