Tell us about the problem you keep noticing.
Tell us who has it, what it costs and what you have learned by seeing it up close.
Tell us about the opportunityAI Foundry for industry expertsFrom problem to productNew York / Working worldwide
Turwin Labs
You know the industry. Together, we build the product.
Somewhere in your industry, there is a job that takes too long, costs too much or falls apart unless the right person is in the room. You probably know exactly which job it is. Tell us about it. If there is a business in solving it, we'll help you build it.
Start with what you know
Bring a problem you understand, a buyer you know and a better way to do the work.
Before we build, you see the case, scope, investment, handover and rights. Then we build to the signed scope.
- 01Understand the problem
- 02Define the product
- 03Build and test it
- 04Hand it over
The AI Foundry
Your experience,backed by our product team.
You already understand the hard part.
You have seen the work up close, so you know what customers are waiting for, which workaround wastes everybody's time and what falls apart when the most experienced person is not in the room. That is exactly what we want to know before we build anything.
How it works
We take it from the first conversation to a working product.
We begin with the work as it really happens, including the parts no one bothers to write down. Then we define the business, design the product and build it for the people who will use it.
- 01
Find the business
We look at who has the problem, what it costs them and what they would pay for a better answer.
- 02
Shape the product
We decide what people need to see, what the AI should do and where a person stays in control.
- 03
Build it for real
Then we build around the buyer’s systems, data and the exceptions that always show up.
- 04
Put it in your hands
You receive the code, cloud setup, runbooks and the rights we agreed.
Choose your starting point
Begin with your own idea, or start from one of ours.
Find an idea that matches your experience.
Browse 1,000 AI business cases across twelve sectors. Each one names the buyer, product, revenue model and starting investment.
Browse the marketplacePortfolio intelligence
Take a look at how we think.
Take your time and look around. Every case names the buyer, product, revenue model, build profile and price. One hundred include our public analysis. Twenty include source-reviewed briefs.
- Venture opportunities
- 1,000
- Commercial sectors
- 12
- Combined build value
- $355.7M
- Production ventures from
- $135K
- Base modeled annual portfolio revenue
- $6.45B
01$355.7M is the exact sum of all 1,000 starting investments. It is the price of commissioning the full portfolio.
02$6.45B is a base-case model for the ventures. It is a scenario, not present revenue or a valuation.
- 011,000Complete portfolio
Buyer, product, revenue model, build profile and starting price.
- 02100High-conviction cases
Clear buyers, useful products and distinct public analysis.
- 0320Source-reviewed briefs
Expanded cases with independent public sources. Deeper material begins with a written request.
Opportunity marketplace
Find the idea that fits what you know.
- Opportunities
- 1000
- Sectors
- 12
Start with the industry you know. Each case tells you who buys, how the business earns, what the first build costs and which systems the product must work with.
Choose your sector#001Vertical SaaSHigh-conviction
Denial-Letter Appeal Engine for Clinics
Auto-drafts payer-specific insurance-denial appeals by reading the denial PDF, the chart, and the policy, for small specialty medical practices.
Buyer Independent specialty clinics (derm, GI, ortho) and their billing managers
Why now
Long-context RAG over payer policy docs + multimodal parsing of denial letters and EOBs, with agentic citation back to chart evidence
Profit potential HighReturn speed FastBuild profile Medium
Starting investment$260k7-10 weeks · $95,000 to begin
#002Vertical SaaSHigh-conviction
Voice Intake Agent for Home Services
Real-time voice AI that answers after-hours calls for HVAC/plumbing firms, books jobs, and quotes from the price book.
Buyer Owner-operator HVAC, plumbing, and electrical contractors
Why now
Low-latency real-time voice (speech-to-speech) with function-calling into scheduling and CRM systems
Profit potential HighReturn speed FastBuild profile Medium
Starting investment$260k7-10 weeks · $95,000 to begin
#003Vertical SaaS
Lease Abstraction for CRE Brokers
Extracts rent escalations, options, and clauses from scanned commercial leases into a structured deal database for brokerage teams.
Buyer Mid-market commercial real estate brokerages and asset managers
Why now
Multimodal long-context document parsing handles 80- page scanned leases with tables in one pass
Profit potential MediumReturn speed MediumBuild profile Medium
Starting investment$260k7-10 weeks · $95,000 to begin
#004Vertical SaaS
Field Inspection Photo Auditor for Insurers
Reviews adjuster roof/property photos against policy and flags damage type, severity, and fraud indicators for regional insurers.
Buyer Regional P&C insurance carriers and independent adjusting firms
Why now
Vision models that classify damage and detect inconsistencies across photo sets at cheap per-image cost
Profit potential HighReturn speed MediumBuild profile High
Starting investment$490k11-16 weeks · $175,000 to begin
#005Vertical SaaS
Grant-Writing Copilot for Nonprofits
Drafts and tailors federal/foundation grant applications from an org's prior submissions and the specific RFP, for small nonprofits.
Buyer Small-to-mid nonprofits without dedicated grant staff
Why now
Long-context RAG over an org's past grants plus agentic alignment to RFP scoring rubrics
Profit potential MediumReturn speed FastBuild profile Low
Starting investment$135k4-6 weeks · $50,000 to begin
#006Vertical SaaS
Menu-to-POS Engineering for Restaurants
Turns a photo of a paper menu into a fully configured POS catalog with modifiers, pricing, and allergens for independent restaurants.
Buyer Independent restaurants and small multi-location groups onboarding to a POS
Why now
Multimodal extraction of menu structure plus agentic mapping into POS APIs
Profit potential MediumReturn speed FastBuild profile Low
Starting investment$135k4-6 weeks · $50,000 to begin
#007Vertical SaaS
Prior-Authorization Agent for Specialty Pharmacy
Autonomously assembles and submits prior-auth packets by pulling labs, notes, and payer criteria for specialty pharmacies.
Buyer Specialty and infusion pharmacies, hub services
Why now
Agentic multi-step workflow with computer-use on payer portals plus RAG over coverage criteria
Profit potential HighReturn speed MediumBuild profile High
Starting investment$490k11-16 weeks · $175,000 to begin
#008Vertical SaaS
Construction RFI and Submittal Triage
Reads RFIs and submittals against plans and specs, drafts responses, and routes to the right trade for GCs.
Buyer Mid-size general contractors and project managers
Why now
Long-context reasoning over drawing sets and spec books with multimodal plan reading
Profit potential MediumReturn speed SlowBuild profile High
Starting investment$490k11-16 weeks · $175,000 to begin
#009Vertical SaaSHigh-conviction
Veterinary Visit Note Scribe
Ambient voice scribe that turns the exam-room conversation into SOAP notes and client summaries for vet clinics.
Buyer Independent and small-chain veterinary practices
Why now
Real-time multi-speaker transcription plus domain-tuned summarization at low inference cost
Profit potential HighReturn speed FastBuild profile Medium
Starting investment$260k7-10 weeks · $95,000 to begin
#010Vertical SaaS
Permit Application Assembler for Builders
Generates jurisdiction-specific permit packets and checks plans against local code for residential builders and ADU contractors.
Buyer Residential builders, ADU specialists, permit expediters
Why now
RAG over municipal code corpora plus multimodal plan checking against requirements
Profit potential MediumReturn speed MediumBuild profile High
Starting investment$490k11-16 weeks · $175,000 to begin
#011Vertical SaaSHigh-conviction
Dental Treatment-Plan Presenter
Converts X-rays and charting into a patient-friendly visual treatment plan with cost and financing for dental offices.
Buyer General and cosmetic dental practices
Why now
Multimodal radiograph interpretation plus on-the-fly visual explanation generation
Profit potential HighReturn speed FastBuild profile Medium
Starting investment$260k7-10 weeks · $95,000 to begin
#012Vertical SaaS
Title Search Agent for Land Title Firms
Reads county records and prior policies to assemble a title commitment draft with chain-of-title and exceptions for title agencies.
Buyer Independent title agencies and abstractors
Why now
Computer-use on county recorder portals plus long- context synthesis of deed chains
Profit potential HighReturn speed MediumBuild profile High
Starting investment$490k11-16 weeks · $175,000 to begin
What you receive
A working product, ready for you to run.
You receive a deployed, tested and documented product, along with the code, controls, runbooks and agreed rights.
- 01A business you can explainCase
The buyer, the job, the offer and the route to revenue.
- 02A product people can useProduct
The interface, AI, data, memory and integrations.
- 03A system you can inspectControl
The evaluations, safeguards, monitoring and technical documents.
- 04A handover you can followOwnership
The codebase, deployment, runbooks and agreed ownership rights.
Start with what you have noticed
Tell us about the problem you keep noticing.
Tell us who has the problem, how the work happens now and what a better answer might be worth. Six written answers will tell us whether there is something worth building together. If there is, we begin with a paid Build Definition.
We read the brief before we ask for your time.