AI & data
AI features that are measured, not just demoed.
Adding a model to a product is easy. Knowing it gives the right answer, at an acceptable cost, without leaking data, is the real work. We build AI features with evaluation sets, cost controls and privacy rules from day one.
- AI integration
- 4–10 weeks
When to call us
Sound familiar?
- 01
Your team spends hours reading, sorting or extracting data from documents.
- 02
You have an AI prototype but cannot prove it is accurate enough to ship.
- 03
Model costs or response times are growing faster than usage.
How Tulmira handles it
Our approach, step by step
- 1
Pick the right problem
We find the tasks where AI saves measurable time, and say so plainly when a simpler rule would do.
- 2
Build the evaluation set first
Real examples with agreed correct answers, so every prompt or model change is scored before it ships.
- 3
Integrate safely
Retrieval over your data, structured outputs, personal data stripped where it is not needed, and a human in the loop for high-stakes decisions.
- 4
Monitor in production
Quality, cost and latency tracked per feature, with alerts when answers drift.
Our standards
Non-negotiable practices
- No AI feature ships without an evaluation set
- Model-agnostic design, so you are not locked to one provider
- Personal data minimised before it reaches a model
- Evidence shown with every AI decision, not just a score
- Cost and latency budgets per request
- EU AI Act obligations assessed for every use case
What you get
- Production AI features integrated into your product
- Evaluation datasets and an automated scoring harness
- Prompt and model versioning
- Cost, quality and latency dashboards
Tools we use for this
- Claude API
- OpenAI API
- Python
- pgvector
- LangGraph
- TypeScript
Proof
Built the same way we build our own products
EvalCV
AI Hiring
EvalCV scores CVs with an LLM pipeline that shows its evidence and logs which personal signals were removed.
See EvalCV →The one that scores best on your evaluation set at an acceptable cost. We design so you can switch providers without rewriting the feature.
Related services
AI agents & MCP servers
Agents that act on your systems safely: MCP servers for your data and tools, OAuth, guardrails, human approval and full audit logs.
- Agents
- MCP
- Guardrails
Data engineering & analytics
Reliable pipelines, a clean warehouse and dashboards people trust, ready to feed reporting and AI features.
- ETL
- Warehousing
- BI
Security & compliance engineering
SSO, audit trails, encryption and pen-test fixes, plus the technical evidence for UK GDPR, ISO 27001, SOC 2 and the EU AI Act.
- SSO
- UK GDPR
- EU AI Act
Ready to talk about AI integration?
Projects typically start from a scoped proposal. We reply within 2 working days.
Start a project