Models we ship
We integrate the models that fit your use case: GPT-4o and OpenAI for speed and tool use, Claude for long context and safety, LLaMA and open-source for cost and data control. No lock-in—we design for model flexibility.
LLM & Agentic AI Product Development
Ship AI that works.
Not demos.
We build AI-driven workflows, RAG workflow solutions, voice agents, and SaaS that drive revenue. Production LLMs (GPT-4o, Claude, LLaMA), measurable ROI, 90-day delivery. Senior-only engineering without the overhead—a lean team that ships.
Trusted by
ImpactIntel · Resyme · ComplianceMachine · Chowmill
The founder bottleneck
You have the idea. The market is ready. But dev talent? That's the bottleneck.
- No-code gets you 80% there until you hit the wall.
- Agencies overcharge for cookie-cutter work.
- Freelancers ship code, not product. You're left debugging and managing.
- Hiring takes 3-6 months. Your runway doesn't.
We're a lean team of senior engineers—not an agency, not a freelancer marketplace. Senior-only engineering without the overhead. We ship in 90 days: no long hiring cycles, no handoff chaos, no no-code ceiling.
Why our AI is different
Not generic demos—production systems with clear outcomes
How we build it
RAG and evaluation-first: we tune retrieval and prompts against your data, then measure accuracy and latency. We use evals and guardrails so production AI stays reliable—not one-off demos that break at scale.
Outcomes we target
Every engagement is scoped to measurable impact: e.g. 40% reduction in support workload, faster lead qualification, or 90-day MVP to first paying customer. We define success metrics up front and report against them.
Results we deliver
Measurable ROI—not just timelines
High-value buyers care about business impact. Here’s the kind of outcomes we scope and report on:
40%
Reduced support workload using AI automation and chatbots
2.5x
Faster lead qualification with AI-driven workflow and routing
90 days
Idea to launch-ready MVP with defined success metrics
What we build
LLM & agentic AI systems. You stay lean. We ship.
SaaS MVP in 90 Days
Productized build. Fixed scope. Launch-ready on time and on budget.
AI Chatbots & Voice Agents
LLM integration, RAG, multi-channel. Your support and sales on autopilot.
AI-Driven Workflow Automation
Enterprise AI automation that scales. Less manual work, more revenue.
Technical depth
Stack, architecture, and how we ensure AI works in production
Typical AI system architecture
Models & platforms we use
- LLMs: GPT-4o, Claude, LLaMA, Mistral—we pick the right model for your use case
- Frameworks: LangChain, LlamaIndex, custom pipelines for RAG workflow solutions
- RAG & vectors: Pinecone, Weaviate, pgvector, embeddings
Fine-tuning, evals & benchmarks
We offer custom model fine-tuning when off-the-shelf isn’t enough, and we run evaluation benchmarks (accuracy, hallucination checks, latency) before and after changes so you see concrete performance data.
Reliability, accuracy & performance
- Guardrails and content filters so outputs stay safe and on-brand
- Latency SLAs and fallbacks so production stays up
- Evals on your data so we improve answer quality, not just ship features
Trusted by founders
Results that speak
Companies we've built for
"With a small dedicated team from Codility, we shipped two major web applications and a robust AWS infrastructure in under 6 months. We also implemented a weekly release cycle and automation strategy."
"They delivered our AI voice agent and integrations on time. The system handles real calls—we saw support workload drop by around 40% in the first quarter."
"From idea to launch-ready product in 90 days. No scope creep, clear demos every week. Lead response time improved significantly with the new AI-driven flow."
"We needed LLM and agentic AI orchestration with RAG, not a generic chatbot. Codility built exactly that—with evals and guardrails so we could trust production."
15+
Years in tech
50+
SaaS & web apps shipped
90
Days to MVP
Productized offers
Fixed scope. Clear outcome. No surprises.
SaaS MVP Sprint
Idea to launch-ready product in 90 days.
- Deployment to your infra
- Weekly demos & iteration
- Core features defined up front
AI Automation Package
Chatbot, voice/agentic AI, or workflow automation.
- 30-day handoff & support
- Integrations (Slack, email, CRM)
- LLM / general-purpose LLM, RAG, or no-code
Productized Retainer
Dedicated capacity. Ship continuously.
- Prioritized roadmap
- Flexible scope
- Monthly commitment
Featured work
Built for scale. Delivered on time.
AI Voice Agent
ImpactIntel
Automated 40% of customer support calls using voice AI (Retell, OpenAI).
ReactJS, Python, Retell AI, OpenAI
AI IntegrationResyme
AI-driven workflows and voice integration to streamline outreach and follow-up.
ReactJS, Django, Retell AI, ECS
SaaSComplianceMachine.ai
Launch-ready compliance SaaS; reduced manual compliance overhead for teams.
Python, Django, Postgres
Web & MobileChowmill
Two major web apps and AWS infra in under 6 months; weekly releases, scaled operations.
Rails, React, React Native, ECS
Get your free AI & SaaS Build Roadmap
Schedule a 30-minute strategy call. We'll map your LLM or general-purpose LLM use cases, agentic AI workflows, RAG workflow solutions, or AI product development scope. No obligation.