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AI features that solve real work not demoware.
We ship production-grade LLM features: AI chat, RAG, embeddings, agents, workflow automation. Built on OpenAI, Anthropic Claude and open-source models, engineered for cost, latency and real-user reliability.
- AI chat & assistants
- RAG + vector search
- Workflow automation
- Cost & latency tuned
Trusted by 50+ founders · US · UK · UAE · CA
Demo AI is everywhere. Production AI is rare. Ship the rare one.
Anyone can wire an OpenAI key into a Next.js app and call it 'AI-powered'. Production AI, features that survive 1,000 users, don't hallucinate revenue away, stream cleanly, fall back gracefully and don't blow up your API bill, is engineering work. Codev Digital ships that work.
Hallucinations
Your AI assistant cheerfully invents prices, dates and product features. Users notice. Trust dies.
Token bills you can't predict
One viral day spikes your OpenAI bill 80x. No caching, no fallbacks, no budget controls.
Slow & blocking
Users wait 14 seconds for a response with no streaming. They bounce.
Glue code, not architecture
AI feature stitched in as a side feature. No retrieval, no eval, no observability. Brittle.
What we ship into your product
AI that works.
Real LLM features, instrumented and reliable. Not a chat bubble glued to a prompt.
AI chat & assistants
Multi-turn assistants with memory, system prompts, function calling and streaming UX. ChatGPT-grade feel.
RAG & vector search
Retrieval-augmented generation over your docs, knowledge base or product data. Pinecone, pgvector, Qdrant.
Agents & workflows
Multi-step AI agents that complete real tasks, research, drafting, data extraction, triage. Tool use done right.
Embeddings & semantic search
Beyond keyword search, find by meaning. Personalised feeds, content recommendation, semantic dedup.
Cost & latency engineering
Model routing (GPT-4 → GPT-4o → Haiku), prompt caching, response caching, fallbacks, observability.
Evals & observability
We don't just ship, we measure. Eval suites, hallucination tracking, latency dashboards, cost monitoring.
From AI idea to AI feature.
Four phases.
Fixed scope, fixed timeline, no surprises. You get a working build to review every 2–3 days.
AI Strategy
What's the job? What model? What's the eval criteria? We define success before we prompt.
Prototype & Eval
Fast prototype, measure quality on real examples, iterate on prompts, RAG and model choice.
Productionise
Streaming, fallbacks, cost controls, caching, error handling, observability, engineering the long tail.
Monitor & Improve
Eval dashboards, drift monitoring, prompt versioning. AI features need an oncall, we set yours up.
AI stack we ship on.
Current.
Frontier models plus the infrastructure they need to be reliable in production.
Hear it straight
from the founders.
Unscripted, unedited. Real founders, real outcomes, products live, revenue flowing, investors warmer.
AI engagement pricing.
Pragmatic.
Pick the engagement that matches your stage, we'll handle the rest.
Spike
Single AI feature, shipped.
Best for: Adding AI to an existing product
- 1 AI feature (chat, search, classify)
- Prompt + RAG design
- Streaming UI
- Cost & latency tuning
- Launch + observability
Full AI Build
Multiple AI features + eval.
Best for: AI-first product features
- Up to 3 AI features
- RAG + embeddings
- Agents / tool use
- Eval suite + dashboards
- Model fallback + caching
- Production observability
AI Retainer
Continuous AI engineering.
Best for: AI-native startups
- Dedicated AI engineer
- Continuous prompt + eval work
- New AI features monthly
- Cost optimisation reviews
- Model migration support
Pricing varies by scope. Final quote provided on the strategy call. Payment plans available.
Honest answers to every question we get.
Still unsure? Book a 30-minute strategy call. No pressure, no pitch deck, just a conversation about your idea.
Pair this with another capability.
Most founders stack two or three of our services. Same senior team, one timeline, one fixed quote.
Your idea is worth building.
Book a free 30-minute strategy call. We'll look at your idea, give honest feedback, and show you exactly what your MVP would look like.
No pitch, no pressure · Limited slots each month