Commercialization

What happens
after the Go.

This is where research becomes a product people use every day. Below: what we've shipped, the government work we can't show you, and how a build runs.

GO BUILD PILOT LAUNCH OPERATE IN PRODUCTION
Products

What's in use today.

Seven fields have made it through research so far. Two of the products are running at scale; the rest are below.

Education In production

Scholari

A school operating system built for the region, in Arabic and English. Admissions, attendance, grades, fees and twenty more modules share one student record. It runs in Cairo classrooms today.

app.scholari.school · adminTerm 1
96.4%Attendance today
84%Fees collected
+128New applicants
Attendance this week
Admin dashboard. Sample data.
Institutional knowledge In production

The Fatwa Global Reference

Built for Al-Azhar Al-Sharif and Dar Al-Iftaa Al-Misriyyah. A century of rulings and scholarship, 576,000 passages from 121,303 documents, searchable in eight languages. Every answer names its source. If there is no source, it doesn't answer.

the fatwa global reference · askgrounded
ما حُكمُ قَصرِ الصلاةِ للمسافر؟

A traveler may shorten the four-unit prayers once the journey passes the recognized distance,1 the position of the majority of the schools of law.2

2 citations · 0 uncited
[1] Dar Al-Iftaanamed mufti · 1971
[2] Majallat al-Azharvol. 43 · 1971
Example question and answer.
Sports & fan experienceDemoed live

The courtside build

A fan-experience platform for the arena, shown live to a major North American professional basketball team.

IntelligencePrivate

The analyst's workbench

An investigation platform that helps analysts connect evidence across cases. Built for specialist partners.

AI governancePrivate

The assurance layer

Checks and audit trails that let regulated institutions show their AI follows the rules.

MarketingLive

Mayaa.Agency ↗

An AI marketing team: eleven specialist agents that run campaigns inside a company's own Meta, Google and LinkedIn ad accounts, with approval before any money is spent.

Model orchestrationLicensed from Santeon

Nexus ↗

The platform that connects AI models, people and code. Santeon built it and owns it. Our products run on it.

Field eightIn research

The next one is in the gates.

Everything on this page started as a field brief. The next brief is being written now.

Sectors

Where we build.

We go wherever the research leads. Government is the biggest sector we work in, and the one we can say the least about.

Sector · Government

Government.

We build software for ministries, agencies and public bodies. Some of it connects a government to other governments, to its citizens and to businesses. Some of it makes the government's own work faster and cheaper. A lot of it touches national security, intelligence and personal data.

Under NDA

Why you won't find case studies here.

This work is sensitive, and our contracts say so. We've signed non-disclosure agreements that stop us from naming clients, describing the systems or publishing results, and we keep to them. If you're a government or institutional buyer, we can brief you in private.

Ask for a private briefing
05 DEFENSE · 06 SECURITY Government Dept.Dept.Dept. 04 · INTERNAL EFFICIENCIES MinistryOther government 01 · G2G 02 · G2C Citizens 03 · G2B · Businesses 07 · Intelligence

Swipe to see the whole map

01

Government to Government

Secure data sharing and coordination between ministries, agencies and other governments.

Client
02

Government to Citizen

Services citizens use directly: applications, records, payments and support, online and in their own language.

Client
03

Government to Business

The services companies deal with, like licensing, permits, procurement, customs and tax filing, made faster and easier to track on both sides.

Client
04

Internal efficiencies

We map how a ministry's work actually moves (approvals, paperwork, handoffs between departments) and build the systems that take out the delays and the cost.

Client
05

Defense

Planning, analysis and logistics software for defense organizations, built to their security rules.

Client
06

Security

Tools for investigations, public safety and protecting critical infrastructure.

Client
07

Intelligence

Systems that pull scattered information into one picture, so analysts can connect the evidence and brief decision makers faster.

Client
Other sectors
EducationInstitutional knowledgeSports & fan experienceMarketingAI governanceEnterprise
How a build runs

Four steps from the memo to daily use.

The team that did the research builds the product. Nobody hands it off.

01

Build

Architecture, data, access rules and a security review, written against the spec from research.

Done when · it passes its own audit
02

Pilot

Real users doing real work, with results measured against the original thesis.

Done when · the numbers hold up
03

Launch

It ships under our name, a partner's, or its own, on the business model from the spec.

Done when · someone is paying
04

Operate

We host it, watch it and fix it, on the client's own servers or in the cloud.

Ongoing · in production
The team

Who builds it.

One standing team, from the first interview to the product in use.

i

Strategy

Where AI pays off first, worked out before anyone spends money.

ii

Applied research

New methods, turned into something that runs reliably.

iii

Language models & search

Systems that answer from the owner's own documents and cite them.

iv

Agents

Software that completes multi-step work, with every step open to review.

v

Testing & assurance

Measured and audited before it ships, with the records kept.

vi

Operations

Deployment, monitoring and fixes, on the client's servers or ours.

Lineage

Twenty-five years of delivery behind the team.

Our engineering comes out of Santeon, our sister company in the US, which has spent more than twenty-five years delivering for organizations like these.

Enterprise & Fortune 500
XeroxDHLCaterpillarVerizonNationwideFox SportsTIBCOColdwell BankerSage
Healthcare & insurance
AetnaAnthemIndependent HealthColonial LifeCoventry Health Care
Federal & government
Dept. of Homeland SecurityIRSU.S. TreasuryHealth & Human ServicesFINRAState of Maryland

Work delivered by Santeon, a separate company in the Openner family.

Have something to build?

If it's been through research, or you think it would pass, talk to us.