Live in production · Built for regulated industries

Ask your company anything. Get proven answers. Your data never leaves.

DEBO is the governed intelligence layer inside your data. Any AI model — we don’t replace it, we make it work right for you. Every answer certified, every action approved, every step audited. Even offline.

debo · HR & Payroll
How many employees do we have?
80active — 100 including terminated
✓ Certified · excludes Terminated / Deleted
audit: {"renderer":"CERTIFIED","egress_values":0,"violation":null}
What changed in payroll this month?
+6.2%overtime in two branches — flagged before payout
✓ Certified · this month vs last · certified
audit: {"renderer":"CERTIFIED","egress_values":0,"violation":null}
Who took leave this month?
Names + daysKhalid 3d · Sara 2d · Omar 1d
✓ The answer knows who is asking — roles enforced, not promised
audit: {"renderer":"CERTIFIED","egress_values":0,"violation":null}
Book me Thursday off
Balance checked: 9 days left ✓
Sent to your manager
Approved · written into the system
✓ Leave booked — receipt saved
⛨ 0 rows left the environment — every step audited

“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.

Zero rows leave. Ever.
01

Ask

“How many employees?” → 80 active — the terminated excluded, the filter shown. Plain language, Arabic or English, permission-shaped, in seconds.

02

Prove

Every answer carries its receipt: the filter applied, the role checked, the audit line. A wrong number becomes visible — never viral.

03

Analyze

“Is late check-in related to sales?” gets a computed answer with its caveats — not a confident guess. Trends, rankings, correlations, proven.

04

Act

“Book my leave.” DEBO checks the balance, the manager approves, the system updates — every step human-gated, every step on record.

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
DEBO doesn't compete with the big models — it disciplines them.The honest answer: 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.
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.
01

Your team asks

Any question, in Arabic or English, on any screen. No training, no SQL, no tickets.

02

The AI brain plans

Any model — Claude, GPT, Gemini, or one on your own servers. It writes the plan. It never sees a value.

03

DEBO Core decides

Every byte checked: who is asking, what they may see, what the rules say. Zero rows cross the wall.

04

Your database answers inside

The query runs in your environment, on your live data. Rows live and die inside.

05

The answer comes out — with its receipt

Certified numbers, the filter shown, one audit line. Ten seconds, not ten days.

The brain thinks. The wall decides what it’s allowed to know.

That is DEBO.

Use cases

What you could ask.

HR Platforms

Every HR product gets a brain

Every client company asks its own data — payroll certified, attendance live.

"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

Intelligence inside the perimeter — patient data never leaves, by law and by design.

"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

Analysts get trends; regulators get receipts. No account ever leaves.

"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.

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
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.

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.

63 red-team attacks on our own layer0 breaches on the governed path800+ tests pinned on every change
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]