Engineered for GCC Data Sovereignty

Your LLM.
Your Rules.
Your Data.

Taqniya runs on the model you choose, enforces the access rules you already have, and reasons over data that never leaves your network. It replaces the first 60–80% of the repetitive, exploratory, read-only analysis work between a business question and an analyst-ready answer — in Arabic or English, with every step traced.

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60–80%
Of exploratory analysis replaced
28+
Data connectors
0
Data egress
Platform

Watch the Agent Think

From question to governed insight in seconds. Every step is traced, verified, and safe to replay.

app.taqniya.ai / workbench AskTraceReplay
YO
Compare revenue vs retention by region for Q3 — and flag every channel that dropped more than 10%.
T
Done. I joined 4 tables across 14 governed steps. Regional revenue rose 6.1%, but 'partner-A' fell 12.4%. Below: verified tool calls and results.
✓ read_only.gateway ✓ mask.pii ✓ semantic.resolve ✓ join.4tables ✓ checkpoint.save
RegionRevenueRetentionΔ
RiyadhSAR 18.4M92%+6.1%
JeddahSAR 12.1M88%+3.4%
DammamSAR 8.7M81%−4.2%
ME - P.ASAR 6.2M74%−12.4%
Quarterly revenuemillion SAR
12.4Q1
18.9Q2
15.2Q3
22.0Q4
Architecture

Built to Run Inside Your Walls

Taqniya deploys into your own cloud account or data centre. The model reasons over your data where it already lives — nothing is copied out, and nothing is sent to a third party.

Your VPC

Question Layer

A plain-language question arrives in Arabic or English. Intent is resolved against your own business glossary, never a generic one.

Governance Layer

Row and column permissions are applied before a single query runs. The agent inherits the asker's access rights — it can never see more than they can.

Reasoning Layer

The agent plans its steps, writes read-only queries, and checks its own results. Every tool call is recorded as a verifiable step.

Data Layer

Your warehouses, databases, lakes and APIs — connected in place, queried read-only, and left exactly as they were.

No egress. No training on your data. No exceptions.
Who Taqniya Is Built For

Built for Teams That Cannot Compromise on Data Control

Whether you lead technology, data, risk, or operations, Taqniya helps authorized teams turn questions into governed answers — in Arabic or English, inside your environment, and with every step traceable.

CIOs & Technology Leaders

Bring governed AI data access into the organization without creating another cloud data boundary. Deploy Taqniya in your VPC, on-premise, or air-gapped environment while retaining control of your data, encryption keys, and model choices.

Best for: Technology leaders responsible for secure AI adoption, enterprise integration, and scalable deployment.

Data & Analytics Leaders

Give authorized teams a faster path from business questions to trusted insight. Taqniya maps questions to your business vocabulary, queries data where it lives, and shows how each answer was produced.

Best for: Data and analytics leaders who need self-service insight without losing semantic control or governance.

Risk, Compliance & Information Security Teams

Give stakeholders answers that can stand up to review. Taqniya applies existing row- and column-level access before a query runs and records the question, plan, queries, and results in a controlled audit trail.

Best for: Teams accountable for data residency, auditability, access governance, and regulatory assurance.

Business & Operations Leaders

Ask practical business questions in Arabic or English and receive verified results from the data you are already permitted to access. Move from waiting on reports to making faster, traceable decisions.

Best for: Business and operational leaders who need reliable answers without bypassing data controls.

Integrations

28+ Data Sources, Day One

Connect your existing data stack out of the box. Securely query everything from relational databases to modern data lakes.

Plus any OpenAI-compatible LLM: DeepSeek-V3 Qwen3 Llama 4 GPT-5
Security

Answers You Can Put in Front of a Regulator

An answer nobody can verify is a liability. Every number Taqniya returns carries the steps that produced it — reviewable, reproducible, and permanently logged.

  • Read-only by construction

    The agent is issued credentials that cannot write. A destructive query is not blocked by policy — it is impossible to express.
  • Permissions inherited, not re-implemented

    Taqniya reads the access rules already defined in your warehouse. There is no second permission model to drift out of sync.
  • Every step on the record

    Question, plan, queries, results and the person who asked — written to an append-only audit trail your team controls.
  • Your keys, your boundary

    Encryption keys stay in your KMS. Deploy air-gapped if your mandate requires it — the platform runs without outbound internet.
  • Never trained on your data

    Your queries and results are never used to train any model, ours or anyone else's. This is contractual, not a setting.
Aligned With
SAMA CSF NCA ECC PDPL ISO 27001 SOC 2 Type II GDPR
Deployment
Your VPC On-premise Air-gapped In-region hosting
Residency

Data stays in the jurisdiction you nominate. For GCC institutions under residency mandates, that means the Kingdom — verifiably, and on paper.

Enterprise

Built for the Enterprise

Isolated workspaces, a shared business vocabulary, and a complete record of every decision the agent makes.

Multi-Tenant Architecture

Deploy scalable, isolated workspaces for different departments or clients. Full RBAC and resource isolation built in.

Data Sovereignty

Your data, your credentials, your LLM context — everything stays strictly within your VPC or on-premise boundary.

Unified Semantic Layer

Map complex database schemas to enterprise business vocabulary so the AI never guesses definitions.

Complete Audit Trail

Every SQL statement, tool call, and agent decision is logged, versioned, and perfectly replayable for compliance.

Ready to secure your data?

Request a private demonstration deployed in your environment, connected to your systems, with your governance policies.