AI that ships measurable ROI.
LLM copilots, autonomous agents, retrieval systems, and classical ML — engineered with evaluation, guardrails, and observability baked in from day one.
We build production AI: RAG copilots for enterprise knowledge, multi-agent workflows, fine-tuned models, and computer vision pipelines running at scale with predictable cost and quality.
What we deliver
Senior squads, transparent process, and shipped software your team can maintain.
LLM Copilots
In-product AI assistants with tool use, memory, and safe grounding in your data.
RAG & Search
Hybrid retrieval pipelines with re-ranking, evaluations, and citation-first UX.
AI Agents
Multi-agent workflows that automate ops, research, and back-office tasks end to end.
Fine-tuning
LoRA and full fine-tunes for domain accuracy, brand voice, and cost optimization.
Computer Vision
Detection, OCR, and visual QA models deployed to edge or cloud.
MLOps
Feature stores, experiment tracking, and model monitoring for reliable production AI.
Our engagement process
A predictable path from discovery to delivery, tuned for enterprise realities.
- 01Use-case Design
Identify the highest-ROI workflows and define evals before writing prompts.
- 02Data & Retrieval
Ingest, chunk, embed, and continuously evaluate retrieval quality.
- 03Model & Guardrails
Model selection, prompt engineering, safety filters, and human-in-the-loop.
- 04Ship & Monitor
Cost, quality, and latency dashboards with drift alerts and evaluation gates.
Outcomes we drive
Every engagement is measured against business impact — not lines of code.
- 40–70% reduction in manual task time for internal AI copilots
- Evaluation-driven development with reproducible quality benchmarks
- Transparent cost per query with intelligent model routing
- Enterprise-grade privacy, PII redaction, and audit trails
Tech we love
Frequently asked
We're model-agnostic. We route across OpenAI, Anthropic, Google, and open-source models based on quality, cost, and privacy needs.
Yes. We deploy open models via vLLM/Ollama on your VPC or on-prem with the same DX as hosted APIs.