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Applied AI Studio · Actively taking projects

Build AI that
actually ships.

automn.ai is an applied AI studio built around products, systems, and practical execution. We turn research into revenue.

View our work Start a project
40+
AI systems shipped
6 wks
Avg. time to MVP
12×
Avg. ROI delivered
100%
Production-first
LLMs
RAG Pipelines
AI Agents
Fine-tuning
Computer Vision
Voice AI
Data Pipelines
Evals & Safety
Model Serving
Embeddings
LLMs
RAG Pipelines
AI Agents
Fine-tuning
Computer Vision
Voice AI
Data Pipelines
Evals & Safety
Model Serving
Embeddings
Who we are

A studio obsessed
with shipping.

Mission

We don't just advise — we execute.

Most AI consultancies give you a slide deck and a roadmap. We give you a working system. automn.ai is a small, senior team of engineers, researchers, and product thinkers who've built AI at scale — from 0→1 startups to Fortune 500 deployments.

We're opinionated, fast, and production-first by default.

Senior team only No offshore, no juniors Production-first
5.2 wks
Average delivery time
40+
Systems in production
12×
Average ROI delivered
Products
End-to-end AI products. Not prototypes, not demos — working software in users' hands.
Systems
Scalable infrastructure that holds at 10× load, with observability baked in from day one.
Execution
Fast cycles, direct communication, no layers of management between you and the people building.
What we build

Full-stack AI,
end to end.

From a napkin idea to a system trusted by thousands.

AI Product Development illustration
Service 01

AI Products that users love

We design and build complete AI-powered products — from UX design to model serving — with a relentless bias toward speed and production quality.

  • Full product design & engineering
  • LLM-powered features & chat interfaces
  • Real-time streaming & agentic workflows
  • Scalable APIs and backend services
LLMs Agents APIs Chat UIs
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RAG knowledge system illustration
Service 02

RAG pipelines that actually retrieve

Purpose-built retrieval-augmented generation with semantic search, hybrid retrieval, reranking, and production-grade evaluation — so your model always has the right context.

  • Semantic + keyword hybrid search
  • Document ingestion & chunking strategies
  • Reranking, eval frameworks, and guardrails
  • Vector DB selection & optimization
Vector DBs Embeddings Reranking Evals
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Agentic systems illustration
Service 03

Agents that get things done

Multi-step agents that plan, act, and verify — wired into your business logic, with observability and human-in-the-loop controls built in from the start.

  • Tool-using agents (code, search, APIs)
  • Multi-agent orchestration
  • Memory, planning, and self-correction
  • Safety guardrails & monitoring
Tool Use ReAct Orchestration Memory
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Case studies

Work that speaks
for itself.

Real systems, real results, real clients.

AI document intelligence
Document Intelligence · FinTech

AI contract analysis for a Series B lender

End-to-end document pipeline replacing a 3-person manual review team — extracting, structuring, and auditing loan agreements in seconds.

92%Cost reduction
400×Faster review
99.3%Accuracy
Voice AI assistant
Voice AI · SaaS

Real-time voice agent for enterprise support

Sub-300ms latency voice assistant integrated with Zendesk, autonomously resolving the majority of inbound support tickets.

68%Auto-resolved
<300msLatency
Demand forecasting chart
Forecasting · E-Commerce

Demand forecasting replacing spreadsheets

Custom time-series model driving inventory decisions — eliminating both stockouts and overstock in real time.

44%Fewer stockouts
31%Less overstock
Legal Search
Search · Legal Tech

Semantic case-law search engine

Replaced keyword search with a hybrid semantic engine across 40M+ legal documents, dramatically improving research speed.

8×Search speed
40M+Documents indexed
What clients say

Trusted by builders.

★★★★★

"automn.ai shipped a production RAG system in under 5 weeks. The code quality was exceptional and they required almost zero hand-holding. Rare."

M
Marcus T.
CTO, Series B FinTech
★★★★★

"They don't just write code — they think deeply about the product. We went from zero to a live voice agent in 6 weeks. Our support costs halved."

👩‍💻
Priya K.
Head of Product, SaaS startup
★★★★★

"Every other vendor sold us a slide deck. automn.ai showed up with a working demo on day one. That set the tone for the whole engagement."

👨‍🔬
Daniel W.
VP Engineering, Legal Tech
Get in touch

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something?

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