Make AI useful
where your customers already work.
A good AI feature does not float above the product. It fits the workflow, respects the data, and helps people make a better decision. We build those experiences for the market you serve.
Your customers bring their own context.
Explore the workflows, product problems, and AI opportunities that show up in the markets we know best.
- 01Marketing TechCRM, lead management, support, and go to market software.Explore industry
- 02Travel and BookingBooking, itinerary, change, and traveler support products.Explore industry
- 03EcommerceDiscovery, merchandising, catalog, returns, and support experiences.Explore industry
- 04Fintech and WalletPayments, wallets, reconciliation, onboarding, and financial operations.Explore industry
- 05Legal and InsuranceContracts, claims, underwriting, policy, and compliance workflows.Explore industry
- 06Shipping and LogisticsVisibility, freight, routing, exceptions, and supply chain products.Explore industry
- 07Healthcare and WellnessMembership, booking, enrollment, eligibility, and administrative operations.Explore industry
- 08Dev ToolsSDKs, APIs, documentation, and integration products for developers.Explore industry
- Another market?If the workflow is real and the metric matters, the pattern may fit. Bring us the product and we will find out.Talk it through
Context comes before the copilot.
We do not start with a model. We start with the work, the person doing it, and the result your product needs to move.
- 01Follow the workWe map where the workflow slows down, breaks, or loses context.For exampleA traveler changes a booking. A dispatcher handles a late shipment.
- 02Fit the jobThe experience changes for a developer, shopper, agent, or operator.For exampleA developer needs a working snippet. A shopper needs a confident choice.
- 03Use the right evidenceWe connect the product data already available and give the AI clear limits.For exampleCatalog data for discovery. Transaction data for reconciliation.
- 04Measure the changeWe agree on the number before the work starts and design toward movement.For exampleMore bookings. Fewer tickets. Faster integration.
Find the right AI opportunity.
Tell us where your users struggle, and we will help you decide what to improve, automate, or build next.
A founder replies, usually the same day.
The right AI starts with context.
What kinds of products do you work with?
We work with established products across marketing technology, travel, developer tools, ecommerce, fintech, legal, logistics, and healthcare. Each market has different users, workflows, data, and risks.
What if my market is not listed?
Do you work with product companies or internal teams?
Why start with an industry page?
Can you work with our current tools and systems?
How do you choose the right AI opportunity?
What does the work look like?
Choose the job. We will shape the experience.
Search by the work your product needs to improve, then see examples of what an AI layer could do inside it.
- Lead follow up that knows the contextScores the lead, explains the reason, and routes the next action to the right person.Marketing Tech
- Trip planning that completes the bookingTurns an open request into a priced itinerary a traveler can review and book.Travel and Booking
- Product search that understands customer intentLets shoppers describe the outcome they want, then finds the products that fit.Ecommerce
- Payment issue resolution for customersExplains the failed payment, shows the safe next step, and keeps the customer moving.Fintech and Wallet
- Contract review with source citationsFinds the clause, explains its impact, and points to the exact source text.Legal and Insurance
- Shipment exception handling and recoveryRanks delayed or damaged shipments by urgency and recommends the next action.Shipping and Logistics
- Have a different job in mind?Talk through the opportunity
Have a product problem? Let's talk.
Tell us what you are trying to improve and where the product is stuck. We will help you decide if an AI layer is worth building.
- NDA from the first conversation.
- Response within 24 hours, guaranteed.
- Founder-led from first call to handoff.




