AI features that survive contact with production.
Most AI projects die between the demo and the deploy. We build the unglamorous parts: evaluation, guardrails, cost control, fallbacks and a human in the loop, so an impressive prototype becomes something you can put in front of paying customers and sleep at night.
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Project or retainer
AI product strategy
Honest assessment of where a model helps, where it's a liability, and what it will cost per user per month at your actual volume.
LLM feature engineering
In-product assistants, generation, summarisation, extraction and classification, with prompt architecture, structured outputs and tool use.
Retrieval & knowledge systems
RAG pipelines over your documents and data: chunking strategy, embeddings, vector search, re-ranking and citation-backed answers.
Agentic workflows
Multi-step automations with tool access, approval gates and full audit trails, for work that's currently done by hand.
Evaluation & guardrails
Eval suites, regression testing on prompt changes, hallucination and injection defences, PII handling and content filtering.
Business process automation
Removing manual handoffs between the systems you already run. CRM, billing, support, ops, with monitored, reversible pipelines.
Scraping & data extraction
Monitoring and extracting structured data from websites, feeds, documents and portals on a schedule, with change detection, deduplication and a clean dataset or API at the end.
- AI opportunity + cost assessment
- Working feature in production
- Retrieval pipeline + data ingestion
- Evaluation suite + benchmarks
- Guardrails & safety layer
- Cost monitoring + rate limiting
- Fallback & degradation strategy
- Team enablement session
You have a genuine document or support burden, not a board slide about AI.
A prototype impressed everyone and then nobody could ship it.
You want an assistant grounded in your data, not a generic chatbot.
Your team loses hours a week to copy-paste between systems.
Let's talk about ai & automation.
A 30-minute call, no deck, no pitch theatre. You get a written point of view whether or not you hire us.
Within one working day, IST (UTC+5:30).