// industries

Deep context where it matters.

We work with solo operators and regulated enterprises alike — the throughline is the same: we learn the domain, name the failure modes, and ship systems that survive contact with real users.

Solopreneurs

1 person, 10x leverage

You are the operator, the sales team, and the delivery. We ship a personal AI stack that gives you back 15+ hours a week — no team required.

// plays we ship
  • Inbox triage + smart drafting in your voice
  • Proposal & contract generator from a call transcript
  • Meeting recap → CRM → follow-up sequence, automated
  • Content repurposing: 1 podcast → 12 assets

Founders

pre-product to Series A

Founder-mode AI: research faster, hire smarter, and put an agent in the product before you hire your first ML engineer. We build what you'd build yourself if you had six extra weekends.

// plays we ship
  • Customer-discovery interview analysis at scale
  • Investor-update draft from your metrics dashboard
  • In-product AI feature (v1) — shipped in 4 weeks
  • Candidate screening + reference-call summarization

Startups

Series A → C

You have PMF and a team. Now every function wants AI and nobody has bandwidth. We slot in as a fractional AI team — scope, build, hand off, repeat.

// plays we ship
  • Agentic support tier-1 with human handoff
  • Sales intel: account research + call-prep briefings
  • Internal knowledge agent over Notion / Slack / Drive
  • AI features in your product roadmap, quarterly

Small Businesses

5–100 people

Practical AI for real operations — clinics, agencies, ecommerce, professional services. We remove the 10 workflows eating your team's week, using tools your team can actually maintain.

// plays we ship
  • Voice receptionist that books, reschedules, and confirms
  • Quote & invoice generation from email intake
  • Review response + reputation-management agent
  • Ops SOP copilot for staff training and onboarding

Banking & Financial Services

regulated, high-stakes

KYC copilots, fraud triage, advisor productivity, and secure agent access to core banking APIs — with audit trails, PII controls, and model-risk documentation your compliance team will actually approve.

// plays we ship
  • KYC / AML document review with citations
  • Relationship-manager briefing agent
  • Fraud-alert triage & narrative generation
  • Policy Q&A over internal handbooks

Retail & Ecommerce

catalog to checkout

Catalog enrichment, merchandising agents, and support automations that respect brand voice. Built to plug into Shopify, BigCommerce, and headless stacks.

// plays we ship
  • SKU enrichment: attributes, copy, alt-text at scale
  • Merchandising agent for collection curation
  • Post-purchase support with order-aware context
  • Returns triage + fraud-signal scoring

Agritech

field-first, multilingual

Field copilots and voice agents in local languages for last-mile agri workflows — advisory, procurement, and traceability where connectivity is thin.

// plays we ship
  • Voice agent in vernacular for farmer advisory
  • Crop-image diagnostics with agronomist review
  • Procurement price-discovery + logistics routing
  • FPO-level dashboards from SMS + voice inputs

Trading & Capital Markets

analyst time is the asset

Research agents, document intel, and risk summaries for analysts under time pressure. Built with citation-first outputs and strict source-of-truth guardrails.

// plays we ship
  • 10-K / transcript summarization with citations
  • Thematic screener across filings + news
  • Portfolio-level risk digest, daily
  • Meeting-note → thesis-update workflow

Don't see your industry?

We take a small number of new domains each quarter. If the problem is well-shaped, we'll build it.

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