Live inside multi-tenant platforms · Built for regulated industries

Your database becomes your sharpest employee. And it never leaks.

DEBO — Database Embedded Business Ops — is the sovereign AI layer inside your data. It answers every question, audits every operation, and raises the integrity of your business — while every row stays inside your environment.

“Two weeks, not six months.” — a platform partner's security review, because nothing ever leaves.

What DEBO does

DEBO is your organization's intelligence — it goes into your data, so your data never has to go anywhere.

Not a chatbot on a database. An operations layer inside it. Asking questions is the front door. Behind it, DEBO works your data all day — finding what's wrong, proving what's right, and turning raw tables into decisions.

Ask

Every employee asks in plain language — English or Arabic — and gets a precise, permission-shaped answer in seconds. No tickets, no analysts, no waiting.

Truth

DEBO reads your database the way an auditor would: conflicting values, duplicate records, broken references, gaps — surfaced before they become a wrong payroll, a denied claim, or a bad decision.

Report

Certified reports straight from the source of truth — payroll summaries, compliance exports, board packs. Pre-tested queries, guaranteed numbers, one click.

Operate

Track the pulse of the business inside the data: bottlenecks, anomalies, targets vs. actuals — for your company, and for every client and provider you work with.

Two ways in

For your company. Or for every company you serve.

B2B · DIRECT

DEBO inside your business

One company, one database, one deployment. Your factory, hospital, bank, or firm gets its own sovereign AI brain — on-cloud, on-prem, or fully offline.

YOUR COMPANYDEBODatabase
For: manufacturers · contractors · hospitals · banks · ministries — anyone whose data is the trade secret.
B2B2B · EMBEDDED

DEBO inside your product

You run a SaaS platform serving many client companies? Embed DEBO once — and every tenant gets a governed AI brain under your brand. You become an AI company in weeks.

Your SaaS+ DEBO insideClient company AClient company BClient company C…
For: HR · clinic · ERP · logistics · fintech platforms — live today with Crewingo and UFeed.
How it works

Watch the walk. Nothing crosses the wall.

This is the whole trick, live: the brain works outside, your data works inside, and a gate inspects every byte between them.

OUTSIDEAI Brainfrontier intelligencesees DEBO's code · never valuesTHE GATE · EVERY BYTE CHECKEDYOUR ENVIRONMENT · CLOUD / ON-PREM / OFFLINEYour teamasks in any languageDEBO Coreencrypts · verifies · processespermissions · gate · auditDatabaserows stay hereAnswer — the outputassembled inside · role-checked→ to whoever asked, on their screen← encrypted shapes — DEBO's codequery, same code · gate-checked →12345
1 · Your team asks2 · To the brain — in DEBO's code3 · Back in the same code — gate-checked4 · Database answers — inside5 · The answer comes out — role-checked
metadata — the only thing that ever crosses the wallyour data — lives and dies inside
The Access-Level Core

One question. Every industry. The answer knows who's asking.

This is DEBO's foundation: data visibility and accessibility are governed per person, per role, per field — enforced before any query runs and again before any answer renders. Try it — switch the industry, switch the person:

INDUSTRY
WHO ASKS
"Who had the most absences this quarter?"
FULL ORG VIEWCERTIFIED
Ahmed Kamal (Operations) had the most absences — 9 days, then Sara Nabil with 7. Org average: 3.2 days across 148 employees. Two records show conflicting balances — flagged for review.
egress_guard: PASS ✓ · values_sent_externally: 0 · every_answer: audited & role-checked · scope enforced at query level, re-checked at field level
Enforced, not trustedRoles arrive as cryptographically signed tokens from your own auth system. DEBO verifies — it never takes a role's word for it.
Before, not afterPermissions shape the query itself, so out-of-scope data is never even read — not fetched-then-hidden.
Down to the fieldThe same answer can show a name to HR and withhold it from a colleague — each sensitive field re-checked at the last line.
The golden question

"Why not just use Claude, ChatGPT, or any LLM?"

Fair question — we love those models. But pasting your business into a chatbot and running your business on DEBO are different species:

Any chatbot / raw LLM
DEBO
Where your data goes
Uploaded to someone else's cloud, every question
Stays inside your walls — the model never sees a row
What it knows about your business
Nothing — you paste context and hope
Your schema, your business logic, mapped once and certified
Who's asking
Same answer for the CEO and the intern
Role-shaped answers — enforced before the query, re-checked per field
Money numbers
Improvised — confidently wrong is one prompt away
Certified pre-tested queries — or an honest "I'm not sure"
Accountability
No record of who asked or what was exposed
One audit line per answer: asked, ran, shown, withheld
Your product
A tab your users escape to
Embedded inside your product — your brand, your feature
The honest answer: DEBO doesn't compete with the big models — it disciplines them. We use frontier AI exactly where it's brilliant — understanding language, writing queries — and never where it's dangerous: near your data. The brain works for you; it just never gets the keys.
The impact

What changes when DEBO moves in

The moment a database can speak — safely — the economics of every decision change.

Days Seconds

Decision latency collapses

"Ask the data team, wait for the report" becomes "ask, decide." Every manager gets the analyst they never had — and the analysts get their week back for real work.

Found before paid

Errors caught upstream

A conflicting vacation balance, a duplicate patient record, a claim that will bounce — DEBO's Truth engine flags defects while they're still cheap to fix.

0 rows

Sent to external models

The number your security team checks first. Intelligence flows in; data never flows out. Security reviews take weeks, not months — deals close faster.

1 layer

Your product becomes AI-native

Software companies embed DEBO once — and every customer, in every tenant, gets a governed AI brain. You ship the feature your roadmap promised, in weeks.

360°

The business sees itself

Your operations, your clients' health, your providers' performance — one lens over the whole value chain, drawn live from the system of record.

100%

Every answer accountable

Who asked, what ran, what was shown, what was withheld — one audit line per answer. When the auditor comes, the proof is one query away.

Use cases

Wherever a database runs a business, DEBO belongs.

HR Platforms

Every HR product gets a brain

Embedded in multi-tenant HR software: each client company asks its own data — payroll certified, attendance live, records defect-checked.

"Payroll summary for June, by department — certified."Certified report · zero improvisation on money
"Which employee files are missing contracts or IDs?"Truth engine · compliance before the inspection
"Compare turnover across our branches this year."Ops insight · decisions from the source of truth
Health-Tech

AI on patient data — legally

Health data can't leave the building by law. DEBO puts intelligence inside the perimeter — and cleans the data that claims depend on.

"Which diabetic patients missed follow-up this quarter?"Care gap closed · zero records exposed
"Flag records that will fail insurance validation."Truth engine · denials prevented before submission
"Bed occupancy vs. staffing, next week's forecast."Ops insight · capacity planned from live data
Banking & Finance

Answers without exposure

Patterns identify people even without names — so DEBO aggregates before anything moves. Analysts get trends; regulators get receipts.

"Why did ATM withdrawals spike in the Eastern region?"Analysis on aggregates · no account ever egresses
"Accounts drifting toward delinquency this month?"Early warning · scoped to the asking officer's book
"Prove salary data never left our environment."One audit query · the answer regulators love
Government & Sovereign

Fully sovereign. Fully offline.

For ministries and critical infrastructure: DEBO runs air-gapped with a local model. Even the questions never leave the network.

"Service completion rates by governorate, this quarter."National KPIs · zero external dependency
"Which registries hold conflicting citizen records?"Truth engine · one version of the truth
"Production output vs. plan, line by line, today."Industrial ops · schema itself stays classified
Manufacturing & Construction

The floor and the site, off the record

Production specs, material costs, inspection logs, defect records — this data is the trade secret, and one leaked spreadsheet can cost a bid. DEBO answers from it without it ever leaving, up to fully air-gapped.

"Which production line drifted from spec this week?"Defects caught before the batch ships
"Site inspections overdue across our projects?"Compliance before the incident — not after it
"Material cost variance vs. estimate, by project?"Margin protected while the concrete is still wet
Every company · clients & providers

Your whole value chain, legible

Any company that serves clients or buys from providers already owns the answers — in its own database. DEBO makes them reachable: account health, provider performance, drifting contracts, quiet margin leaks.

"Which of our clients grew, shrank, or went silent this quarter?"Account health from your own records
"Rank providers by delivery delays and their cost to us."Supply-chain truth · negotiation ammunition
"Where did our margin change the most, and why?"From raw tables to the reason
Free tool

Is your company ready for the data protection deadline?

Twelve questions, four minutes, one honest score — your gaps and a remediation plan for Egypt, Saudi Arabia, the UAE, Qatar and Turkey. Free, by DEBO.

Start the readiness check
Clients

Already inside real products

DEBO powers the AI layer of multi-tenant platforms serving companies across the Gulf.

Crewingo
HR Platform · Launching
UFeed
HR & Assessment · In testing

Your platform next.

Health · Finance · Government — or whatever you run. Embed DEBO once, and every tenant gets a governed AI brain under your brand.

"Our customers ask their own data questions now — and our security review took two weeks instead of six months, because nothing ever leaves."
— Platform partner, HR sector
Contact

Your data already knows. Let it answer — safely.

A 30-minute demo on your own use case. Watch the same question return three different answers by role — and watch the gate block a leak, live.

[email protected]