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AI Product Development

Agentic AI systems that actually ship

Multi-agent architectures, RAG pipelines, LLM integration — designed for compliance, cost control, and production reliability.

70%
Faster case processing (LegalTech)
93%
CV processing speed-up (HRTech)
−38%
LLM token cost reduction
100%
Audit trail from day one

Who this is for

Founders & CEOs

Building an AI-powered SaaS that needs to be production-ready, not a demo. You need a team that owns the full thing.

Heads of Product

Turning an AI concept into a real product. Discovery, architecture, sprint delivery, and clear handover documentation.

CTOs & Tech Leads

Augmenting your team for a focused AI build. Senior engineers, no onboarding overhead, direct communication.

Ready to discuss your AI product?

30-minute call. We diagnose your architecture and outline a realistic delivery path.

Book a scoping call

What you get

  • Multi-agent system architecture & implementation
  • RAG pipeline design, vector store setup, knowledge base integration
  • LLM selection, fine-tuning guidance, private hosting options
  • Human-in-the-loop workflows and confidence scoring
  • Audit trail and full decision traceability layer
  • Cost monitoring and token optimization (typical −38%)
  • Production deployment (Kubernetes / cloud of choice)
  • Post-launch partnership focused on product evolution

Our approach

Every engagement follows the same disciplined sequence — no skipped steps, no surprises.

01

Problem framing

Define the exact agent tasks, success metrics, and failure modes before writing a line of code.

02

Architecture design

Design the agent graph, retrieval strategy, data flows, and human oversight touchpoints.

03

Iterative build

Sprint-by-sprint delivery with weekly agent demos against real data.

04

Hardening

Prompt injection testing, guardrail implementation, cost optimization, compliance review.

05

Production launch

Deployment, monitoring dashboards, runbook, and long-term product ownership.

Shipped in production

LegalTech · AI Multi-Agent

AI Legal Multi-Agents

Multi-agent orchestration for contract analysis and legal document processing. Each agent specializes — extraction, risk analysis, summarization — and runs in parallel. Every output carries a confidence score and source citation for full auditability.

Read full case study →
70%
Faster processing
−38%
Token costs
500+
Demo users wk 1
100%
Audit trail

Technology we master

The AI and infrastructure layer we select, integrate, and operate in production — chosen for production reliability, not demos.

LLM Providers

OpenAI GPT-4o
Anthropic Claude
Mistral
Cohere

Orchestration

LangChain
LangGraph
LlamaIndex
Custom pipelines

Observability

LangSmith
Datadog
Sentry
Custom dashboards

Vector / RAG

pgvector
Pinecone
Weaviate
Qdrant

Infrastructure

AWS
GCP
Azure
Docker / K8s

Compliance

Audit trails
Confidence scoring
Human oversight
EU AI Act

What we won't do

We stay focused so we can be excellent at what we do. These are the engagements we decline:

  • Proof-of-concept with no committed path to production
  • Data science research without a clear product outcome
  • Projects where compliance requirements are "to be figured out later"
"Delivered a production-ready AI system in under 3 months. The team was senior, direct, and genuinely understood our compliance constraints."

LegalTech client — verified on Clutch

We're part of your product team — not a vendor you manage

Senior engineers who bring ideas to the table, challenge assumptions, and treat your product decisions as their own. Expect architectural opinions, direct pushback when we see a better path, and genuine ownership of outcomes — not just deliverables.

You'll talk directly with the engineers building your product from the first scoping call through to deployment. No relay layers, no handoff friction — just a team that's invested in your success.

Ideas, not just execution

We suggest approaches you haven't considered and flag decisions we'd make differently.

Accountable to outcomes

We measure success by your product working, not by tickets closed.

Your independence is the goal

We document and hand over clearly. We build teams that don't need us to stay.

Top Clutch Generative AI Company Wrocław 2025Top Clutch Software Developers Legal Poland

Ready to build your AI product?

Book a 30-minute scoping call. We'll review your architecture and outline a realistic delivery plan.