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.

AI CONSULTANCY · EU · REMOTE-FIRST

Ship AI that moves your business metrics.

We turn AI strategy into shipped software — RAG systems, agents, copilots, knowledge graphs — built for measurable outcomes, not slide decks.

AMJDRKEL

Serial founders — core team at startups that raised €11M. Engineers, product leaders, process designers. Not afraid of failure — we know where AI works.

// PROVEN OUTCOMESLIVE

TIME-TO-VALUE

faster than industry baseline

0%+

AVG. PROTOTYPE

from kickoff to working POC

0 wks

PRODUCTION UPTIME

on managed AI deployments

0.0%

FLAGSHIP OFFER · NO STRINGS ATTACHED

The 2-Week Discovery Sprint.

In 2 weeks we map your business and deliver a Possible Outcomes Document — a concrete set of AI opportunities, what each solution would look like, and the realistic impact. You keep the document. You decide what's next. No obligation to work with us on implementation.

DURATION

2 weeks

PRICE

Fixed fee

COMMITMENT

None

Start your Discovery Sprint →What's inside the document?

DOC · v.2026YOURS TO KEEP

Possible Outcomes Document

PREPARED FOR — [CLIENT]

01Executive summary & current-state map3 pp

02Prioritized AI opportunities6 pp

03Solution sketches per opportunity8 pp

04Estimated impact & ROI ranges4 pp

05Risks, pitfalls, and what to avoid3 pp

06Suggested 90-day execution plan4 pp

✓ Yours to keep · No obligation~28 pp

WEEK 01 · DISCOVER

We map your business.

Stakeholder interviews across teams
Process & workflow deep-dive
Data, tools, and constraints audit
Success metrics agreed with leadership

WEEK 02 · SHAPE

We design the possibilities.

AI opportunity prioritization
Solution sketches per use case
Impact & ROI ranges per option
Live walkthrough of the document with you

WHERE TEAMS GET STUCK

✕Your team is excited about AI but doesn't know where to start.
✕POCs keep stalling between data science and engineering.
✕Vendors pitch tools — nobody owns the business outcome.
✕You can't tell which use cases will actually pay back.

WHAT WE DELIVER

✓A prioritized roadmap tied to revenue, cost, or risk.
✓Production-ready AI shipped in weeks, not quarters.
✓Senior team that advises, builds, and hands over cleanly.
✓Every engagement measured against KPIs you choose.

02 · ENGAGEMENTS

How we build together

When you're ready to keep going, pick the engagement mode that fits.

016–16 weeks · milestone-based

Build Engagement

From prototype to production. Custom agents, RAG systems, copilots, and knowledge graphs — integrated into your stack.

Architecture & MLOps
Stack integration
Eval, safety, governance

02Ongoing · retainer

Embedded Partner

We plug in as an extension of your team — technical leadership without the hiring overhead.

Tech leadership
Delivery management
Team enablement

03 · PROOF

Real outcomes, real teams.

One representative engagement. Numbers are post-launch and measured against pre-engagement baselines.

FEATURED CASE STUDY · P/001 · CUSTOMER EXPERIENCE

“They cut our average handling time by 27% in 90 days — and the system has run flawlessly since.”

Head of Customer Operations · 12k-article knowledge base · 200+ agents

AHT REDUCTION27%

CSAT LIFT+14pts

TIME TO SHIP11 wks

Mobility · Fleet Operations

Ride-sharing fleet operations dashboard

Nightly auto-importMulti-platform reconciliationLive GPS + telemetryAI Ops Agent over MCP

Marketing · AI Agents

Multi-agent autonomous marketing platform

Hierarchical agent supervisorMulti-platform publishingLive campaign analytics

EdTech · Workforce Mobility

Multilingual training & payments platform

Trilingual + RTL parityBidirectional webhook sync7-year audit retention

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

01What exactly do I get from the Discovery Sprint?

A Possible Outcomes Document: an executive summary, prioritized AI opportunities, solution sketches for each, estimated impact and ROI ranges, risks to watch for, and a suggested 90-day execution plan. It's yours to keep — even if we never work together again.

02Do I have to work with you after Discovery?

No. Zero obligation. We deliver the document, walk you through it, and you decide. You can take it to your in-house team, another vendor, or shelve it. Many clients hire us for implementation because they like the work — not because they're locked in.

03How quickly can we start?

Discovery Sprints typically kick off within 1–2 weeks of an initial call. We run them with a single client at a time so you get our full attention.

04What makes you different from other AI consultancies?

Three things. We're serial founders — core team at startups that raised €11M so far, so we know how businesses actually run. We built and optimized processes for years before AI — we know when AI helps and when it doesn't. And we're not afraid of failure — we know exactly where pilots break.

05Do you work with our existing team and vendors?

Yes — we integrate with your product, data, and engineering teams and complement existing vendors. We're tool-agnostic.

06How do you handle data security and compliance?

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

07What if we already have a POC that's stalled?

That's our specialty. We do an audit, identify why it stalled (usually the seam between data and engineering), and ship a production-ready version.

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