AIinstitutionscanrelyon.

Institutional AI, made ordinary.

Built for governments & municipalities · Engineered to GDPR + EU AI Act · Sovereign by default

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Built for
GovernmentsMunicipalitiesMinistriesEducation systemsBanks & lendersEnterprises
01 · Products

Products. In production.

Tax collection, education, lending, citizen services. Workloads where AI has to be auditable, sovereign-deployable, and right on the first run — built that way from the first commit, not retrofitted.

Mizan

VAT and tax collection on one auditable layer. Mizan keeps taxpayer, auditor, and regulator looking at the same live numbers — sovereign, traceable, reconciled in real time.

LiveGovernmentSovereign
Tax authorities · Treasury · AuditDiscuss →

Edublend

Twelve education tools, one platform. Edublend replaces the LMS, SIS, analytics, and assessment stack with a single AI-native system — and gives institutions back the staff hours they used to spend stitching the old one together.

Liveedublend.netAI-native
Universities · Schools · Ministries of EducationDiscuss →

Idaimi

Lending decisions that get smarter every day. Idaimi learns from every approval, payment, and repayment in production — so your model improves as the market moves, without an engineering ticket.

LiveFinanceSelf-evolving
Banks · Lenders · Auto financeDiscuss →

Compass

For citizens: the right job, course, or service — found, not searched for. For governments and municipalities: one orchestration layer across employment, education, and public services, instead of seventeen disconnected portals.

LiveGovernmentCitizen
Ministries of Labor · Cities · Public servicesDiscuss →

Off-shelf isn't enough? We co-build.

When the workload is too specific for a packaged product, we co-design, co-build, and operate the result — in-country, on your stack, on your terms.

Every product ships to an active institutional deployment.

02 · Services

AI engineering that actually ships.

Every discipline, owned by the same team. We don't hand work between specialists — we design, build, ship, and operate. The same engineers who prototype the agent run it in production six months later.

Service 01 · New

Multiagent systems

Agents that hand off, recover, and finish real workflows — across tools, data, and human review. Built around production patterns: timeouts, fallbacks, audit trails. Not demo loops.

Service 02 · New

AI-native software development

Software where AI sits in the architecture, not the toolbar. Systems that learn, adapt, and improve in production — with humans in the loop exactly where the decision should sit.

Service 03

Model training

Data curation through full pre-training. We optimize for what the model has to do downstream — not for a leaderboard.

Service 04

Tuning & evaluation

Fine-tuning, RLHF, and evaluation pipelines that hold up to your regulator's definition of correct. Not just ours.

Service 05

Sovereign deployment

In-country, on-prem, or air-gapped. Inference, observability, and lifecycle tooling for the deployments that can't leave your jurisdiction.

03 · By the numbers

Small surface, large reach.

Small team. Deep work. The figures that matter aren't headcount or funding — they're what's in production.

Compliance frameworks
05+
GDPR · EU AI Act · ISO 27001 · ISO 42001 · UAE Data Protection Law — by default, not bolt-on.
Tools collapsed into Edublend
12+
One AI-native platform replacing the LMS, SIS, analytics, and assessment stack.
Engineering practice
End-to-end
Multiagent · AI-native software · Training · Tuning · Sovereign deployment. Owned by the same team from prototype to production.
Reply within
1 day
We answer every serious inquiry within one business day. No sales sequences, no qualifying gauntlets.
04 · About

An AI venture company, built to ship.

We work with the institutions that can't afford to get AI wrong — primarily governments and municipalities. Our products and engagements are designed to meet that bar from day one.

Our job is to make institutional AI feel ordinary.

Most AI vendors sell pilots. We ship products and engineering that hold up in audited, regulated environments. The work isn't to make AI feel exceptional. It's to make it feel like infrastructure.

How we workSmall teams. Long domain partnerships. Production from day one.
What we refusePilots that won't ship. Models without evaluation. Demos without on-call.
05 · Questions

What our buyers usually ask first.

The same concerns come up in every first conversation with a ministry, municipality, or enterprise. Here's the short version of how we answer them.

Q · 01

Will this pass our audit?

Every product ships with audit trails by default — not as a bolt-on. We're built to GDPR, the EU AI Act, ISO 27001, ISO 42001, and UAE Data Protection Law from day one, and we work alongside auditors, not around them.

Q · 02

Where does the data live?

In your jurisdiction, on your infrastructure if you need it. In-country, on-premises, and air-gapped deployments are standard for sovereign workloads — and supported on day one, not after a six-month migration.

Q · 03

Can our team take it over?

Yes. We hand over source, models, and runbooks on request. No vendor lock-in by contract or by code — most of our long-term engagements continue because the team chooses to keep us there, not because they have to.

Tell us what you'd like to make ordinary.

30 minutes · NDA available · We reply within one business day.