ServicesAI Integrations & RAG
AI that answers from your data.
Assistants that answer from your own documents and data, with citations and evaluation built in. We measure answer quality before launch, so you know what it gets right.
An assistant is only as good as the documents behind it and the tests around it.
What we look at
From question to trusted answer.
Sources
Which documents should it trust?
Citations
Can every answer point to where it came from?
Accuracy
How often is it right, and how do we know?
Privacy
Which data must never leave your systems?
Cost
What does each answer cost at scale?
Fallback
What happens when it does not know?
What we deliver
What we build for you.
Which of these you need is decided in discovery, not by a package.
- Data audit
- Retrieval pipeline (RAG)
- Vector search
- Model selection
- Evaluation suite
- Guardrails
- Admin dashboard
- Usage and cost monitoring
OpenAI · LangChain · pgvector · Anthropic
Selected work
Recent projects.
- AI/ML
- AI/ML
WhatsApp concierge for a restaurant group: books tables, answers menu questions, hands off to staff. Relay
Relay · 2026
AI/ML
Approach
How we work.
We start every project with a short discovery sprint to find the smallest version worth building. After that you see a working demo every week, and the code, docs, and infrastructure are yours from day one.
- Discover
- Design
- Build
- Ship
FAQ
Questions we get asked.
How does a project start?
Send us an enquiry. We talk through what you want to build, then send back a written plan with scope, milestones and a timeline before any work starts.
How long does a typical project take?
It depends on scope. A focused first version often takes weeks rather than months, and the plan we send you sets out the timeline before you commit.
Who owns the code?
You do. The code, designs, documentation and infrastructure accounts are yours from day one.
Can you work on an existing product?
Yes. We can start with a short review of your codebase, then extend it, fix what is slowing you down, or rebuild parts of it.
How do you handle our data in AI projects?
We agree up front which data a model may see and where it is processed, and we can keep it inside your own cloud accounts.
What happens after launch?
We can stay on to maintain and improve the product, or hand it over to your team with documentation.
Where are you based?
Lahore, Pakistan. We work with clients in other time zones and agree overlapping hours for calls.
Next step
Let’s build something.
Tell us what you are working on and we will reply within two working days with a plan.
Or email us at hey@techfinisolutions.com
Prefer to talk first?
Book a call (opens in a new tab)