From AI prototype to production

Ship an AI product founders actually want

T7 Solution is the AI engineering partner for startups going from idea to Series A. We architect and build LLM-native SaaS, agentic products, and AI features with production-grade rigour.

Why Startups needs AI now

Every founder we meet has the same problem: an AI product idea that needs to be de-risked, built and shipped before the next fundraise. T7 Solution is the senior AI engineering team you plug into your roadmap — architecting, building and operating AI products with production-grade rigour from day one.

We've shipped LLM-native SaaS, RAG products, agentic tools, voice apps and vision products across seed and Series A startups. Our stack is opinionated but flexible: TypeScript + Python, Postgres + pgvector, best-in-class LLMs, and infrastructure that scales from 10 users to 10 million.

Founders get a small, senior team — not an outsourced body shop. Every engagement includes AI strategy, architecture, evaluation harnesses and cost controls, not just code.

Challenges we solve

AI hiring is broken

Senior AI engineers are scarce, expensive, and slow to hire — but you need to ship this quarter.

Prototype-to-production gap

The notebook demo doesn't survive contact with real users, real cost and real edge cases.

Cost and latency creep

First LLM bill is small. At 10k users it's a P&L problem — unless designed for cost from day one.

Evaluating LLM quality

Founders often ship without evals; regressions and hallucinations hit users before the team.

AI use cases for Startups

AI MVP in weeks, not quarters

LLM-native web and mobile MVPs with auth, billing, and analytics baked in.

RAG & knowledge products

Retrieval-augmented generation over your users' data with citations and safety rails.

Agentic AI products

Multi-agent architectures that plan, use tools, and complete complex workflows.

Fractional AI engineering

A senior AI team you plug into your roadmap without hiring full-time.

Outcomes clients see

6–10 weeks
Typical AI MVP timeline
50–80%
LLM cost reduction via routing & caching
Investor-ready
Architecture, evals and metrics from day one

Tech we use

TypeScriptReactNext.jsSupabasePostgres + pgvectorOpenAIAnthropicLangGraphVercelAWS

Startups AI, by city

Explore how T7 Solution delivers startups AI locally — with on-site discovery, compliance patterns and language coverage tuned to each market.

Frequently asked questions

Do you work on equity or cash?

Cash-only for build engagements. We occasionally take a small advisory equity slice for long-term partnerships, decided case by case.

Will we own the code and IP?

Yes, fully. All code, models and IP transfer to you. We ship in your GitHub, your cloud, your accounts.

Can you help with our fundraise?

We help with the technical narrative, architecture diagrams and demos for investor decks and diligence. We don't broker fundraising itself.

How do you handle handovers to an in-house team?

We plan the handover from week one: docs, evals, CI/CD, on-call runbooks, and a taper where we shadow-support your team.

Ready to Build Your AI Product?

Talk to a senior AI consultant from T7 about your industry, workflow, or product idea. Free, no commitment — reply within one business day.

  • · AI feasibility & architecture review
  • · Product / MVP roadmap
  • · Integration & automation strategy