AI & ML Solutions
AI & ML Solutions
We design and ship AI products as real systems — from model prototyping and fine-tuning to retrieval, evaluation, guardrails, and reliable production deployment. AI features that do useful work, not demos that break on the second edge case.
What we build
RAG & chat assistants
Retrieval-augmented assistants grounded in your approved data, with sources, permissions, and fallback behavior.
AI agents & automation
Multi-step agents with scoped tools, retrieval, evaluation, and human review on high-risk actions.
Document & data extraction
Pipelines that read documents, validate fields, and produce clean structured data with audit trails.
Model integration
Provider-flexible LLM integration, prompt design, structured outputs, retries, and cost controls.
Evaluation & guardrails
Golden test sets, quality measurement, and safety boundaries so you know when it's ready to ship.
MLOps & deployment
Observability for cost and latency, monitoring, and deployment on your cloud.
How we work
Use-case fit
We decide whether AI is the right tool and which approach fits before any build.
Data & design
We map data sources, boundaries, escalation rules, and the workflow the AI must support.
Build & evaluate
We build a thin vertical slice with logging and an evaluation set, then harden it.
Launch & monitor
We launch on a bounded surface, watch quality and cost, and expand where it performs.
Frequently asked questions
Which models or frameworks do you use?
We stay model- and framework-flexible and choose based on the task, latency, cost, and risk profile, so you're not locked into a single provider.
How do you keep AI features safe and reliable?
We bound scope, restrict tools and data access, require human review on high-risk actions, and measure quality with an evaluation set before launch.
How long does an AI build take?
A focused internal pilot can take 5 to 8 weeks. A production system with retrieval, evaluation, and monitoring usually takes 8 to 14 weeks depending on integrations.
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Ready to build ai & ml solutions?
Tell us about your product and we'll scope it with you.