What is Knowledge Graph development?

Knowledge Graph development involves creating structured representations of information and relationships between entities. We build KGs to enhance AI systems with better context understanding, improve data connectivity, and enable more intelligent reasoning capabilities for AI applications.

CUSTOM AI DEVELOPMENT · EU · REMOTE-FIRST

We build AI that ships to production.

Agents, RAG systems, copilots, and knowledge graphs — engineered into your stack with evaluation, observability, and guardrails from day one.

AMJDRKEL

Serial founders — core team at startups that raised €11M. Engineers, product leaders, process designers. We ship production AI, not slideware.

// BUILD METRICSLIVE

PROTOTYPE VELOCITY

faster prototyping cycles

PRODUCTION UPTIME

on managed AI deployments

0.0%

TIME-TO-VALUE

faster delivery vs. baseline

0%+

02 · CAPABILITIES

What we build

Production-grade AI systems, engineered into your product and your stack.

AI Agents & Orchestration

Autonomous and human-in-the-loop agents that plan, call tools, and act on your systems — orchestrated, observable, and safe.

RAG & Knowledge Graphs

Retrieval-augmented systems and ontology-backed knowledge graphs that ground answers in your data and cut hallucinations.

Copilots & Assistants

In-product copilots that speed up real workflows — embedded where your users already work.

MLOps & Infrastructure

Pipelines, serving, and cost-aware infrastructure that take models from notebook to reliable production.

Evaluation & Guardrails

Eval suites, citations, and safety guardrails wired in from day one so quality doesn't silently regress.

Integration & Automation

AI-native automation integrated with your CRM, data, and tools through typed, maintainable contracts.

WHERE TEAMS GET STUCK

✕Your POC works in a notebook but never reaches production.
✕AI features ship without evals, so quality silently regresses.
✕Prompts and models aren't connected to your real data and systems.
✕No one owns latency, cost, security, or monitoring once it's live.

WHAT WE DELIVER

✓Production-grade AI integrated into your existing stack.
✓Evaluation and guardrails wired in from day one.
✓Agents, RAG, and copilots that act on your real data.
✓Observability, cost controls, and security you can hand over.

03 · PROOF

Real builds, in production.

A selection of AI systems we've designed and shipped end-to-end.

FEATURED BUILD · P/007 · EDTECH · WORKFORCE MOBILITY

A compliance-grade training & payments platform that runs a candidate's entire journey — onboarding, signed agreements, installments, certificates — in three languages, embedded inside a partner portal via SSO.

Next.js 15 · Prisma · jose · @react-pdf · SendGrid · field-level encryption · EU-hosted

LANGUAGES (EN/HI/UR)3

PROD TASKS SHIPPED39

AUDIT RETENTION7 yrs

Consumer SaaS · Marketplace

Multi-tenant booking platform for clinics

Multi-tenant per clinicWeb + iOS + AndroidAI booking conciergeNo-show prediction

HR · Recruiting

Applicant tracking with candidate portal

Magic-link candidate flowAI CV parsing + scoringCalendar two-way sync

Operations · AI Automation

AI-powered email triage & drafting

AI classification + draftingGmail bidirectional syncOperator-in-the-loop

04 · METHOD

How we work

A predictable four-step engagement — built to de-risk and ship.

Discover

WEEK 1

Align on goals, constraints, and the metrics that matter.

Prototype

WEEKS 2–4

Build the smallest valuable thing. Validate with real data and users.

Ship

WEEKS 5–10

Harden for production: security, monitoring, evaluations.

Scale

ONGOING

Embed into workflows, train teams, hand over with playbooks.

05 · WHY AMILI

Why AMILI

€11M

Serial founders — core team at startups that raised €11M so far.

10+

Years building and optimizing business processes before AI was a buzzword.

Disciplines under one roof — engineering, product, operations.

Fear of failure — we've been there, we know the pitfalls, we move anyway.

Serial founders.

We've been part of the core teams at startups that raised €11M so far. We know what investors, boards, and customers actually need — not just what looks good in a deck.

We understand process, not just AI.

We built and optimized business processes for years before AI. That's how we know where AI helps — and where it just adds complexity.

We're not afraid of failure.

We've seen POCs stall, integrations break, and good ideas die in production. That experience is exactly why we can move fast without breaking things.

Diverse skills, one team.

Engineering, product, and operations under one roof. No hand-offs between consultancies. One team owns the outcome.

06 · FAQ

Common questions

01Can you take our stalled POC to production?

Yes — that's a core part of what we do. We audit what's blocking it (usually the seam between data science and engineering, missing evals, or no production path), then re-architect and ship a reliable version.

02Do you work in our existing codebase and stack?

Yes. We integrate with your repos, data, and engineering team, and we're tool- and cloud-agnostic — open-source or commercial LLMs, your vector database, your orchestration framework.

03How do you ensure quality and prevent regressions?

Evaluation-first: we write the rubric before the prompt, build eval suites and citation trails, and wire monitoring so you can see quality, latency, and cost in production.

04Who owns the code and IP?

You do. We hand over clean, documented code and infrastructure, with playbooks so your team can run and extend it without us.

05How do you handle data security and compliance?

We follow your policies, isolate environments, and implement access controls, audit logs, encryption, and monitoring from day one. EU-based and GDPR-fluent.

06What does a typical build engagement look like?

Milestone-based, usually 6–16 weeks from kickoff to production, with a working prototype early and a clear path to ship. Longer or ongoing work can run on a retainer.

07 · LET'S TALK

Let's chart your AI roadmap.

Tell us where you want to go and we'll come back within 24 hours with the fastest path to outcomes that matter — no slides, no obligation.

EMAILhello@amili.tech

RESPONSEWithin 24 hours