AI/ML Studio · Since 2019

We build AI that ships to production.

From LLM integrations to custom agents and MLOps — we design, build and deploy AI systems that work in the real world, not just in demos.

80+ shipped projects ISO 27001 certified SOC 2 ready
live
agent.py
1# eathri · production agent
2from eathri import Agent, llm, tools
3
4agent = Agent(
5    name="support-bot",
6    model=llm.openai("gpt-4o"),
7    tools=[tools.search, tools.calc, tools.email],
8    memory="vector:pgvector",
9    guardrails=["pii-redact", "topic-limits"],
10)
11
12@agent.on_message
13async def handle(msg):
14    intent = await agent.classify(msg)
15    return await agent.run(intent, msg)
Trusted by teams at
Helix Northwind Lumen Verity Orbis Quanta

End-to-end AI/ML services

Six practice areas, one team. We pick the right tool for the problem — not the other way around.

From problem to production in 4 steps

A pragmatic delivery model shaped by 80+ projects — fast feedback, no surprises, working software every two weeks.

Discover

2-week deep dive. We map the problem, audit your data and validate feasibility before a single line is written.

Prototype

Working demo in 4–6 weeks. Real data, real users, measured against success metrics you sign off on.

Build

Production-grade system with CI/CD, observability and rollback. We pair with your team to transfer knowledge.

Scale

We stay engaged to monitor, retrain and improve. Most clients work with us for 12+ months after launch.

Production systems, not slideware

A few examples of what we've shipped. Names anonymized by client request.

Helix Health 2026

Clinical Q&A assistant for 1,200+ practitioners

RAG system over internal medical guidelines with citation-grade traceability and strict PII redaction.

+47%Faster answers
99.2%Citation accuracy
RAGpgvectorPII-redactionFastAPI
Northwind Logistics 2025

Computer vision pipeline for warehouse inventory

Real-time detection on edge devices replacing manual barcode scans across 18 distribution centers.

10×Faster scan
−38%Error rate
YOLOJetsonTritonKafka
Lumen Retail 2025

AI agent for customer support deflection

Tool-using agent integrated with CRM, returns and shipping APIs to fully resolve tier-1 tickets.

62%Auto-resolved
<2sP95 latency
OpenAIAgentsPostgresA/B
0+ Years building AI
0+ Projects shipped
0 AI engineers
0 Client rating

Common questions

Yes. About 40% of our clients are based in Europe and Latin America. We work in your timezone, default to English, and can sign NDAs / DPAs before kickoff.
Discovery: 2 weeks. Prototype: 4–6 weeks. Build phase: 2–6 months. Many clients continue with a 6–12 month retainer for monitoring and improvement.
We pick the right model for the job. For most client work we default to frontier APIs (GPT-4o, Claude Sonnet) and add open-source (Llama, Mistral, Qwen) when cost, latency or data residency requires it.
You do. Custom code, prompts, fine-tuned weights and datasets we produce for your project are assigned to you on delivery. Our internal tooling and frameworks stay with eathri.
We offer monitoring, evaluation and retraining as a managed service. Most teams also keep us on for one or two engineers to support continuous improvement.

Ready to ship AI to production?

30-minute discovery call. We'll review your problem, share what worked in similar projects and suggest a pragmatic next step.

Book a call
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