Birbal AI

Warsha · ورشة · AI agent studio

Build, test, govern and run AI agents, on your own servers.

Warsha is one studio for every AI agent in your organisation. Teams build agents on a visual canvas, connect approved knowledge and tools, prove quality on test sets before release, and operate them with human approvals, guardrails and a full trace of every run. All models stay inside your data center or private cloud.

Book a Warsha demo See how it works
  • Visual canvas and multi-agent teams
  • Evaluation, guardrails and human approval
  • No external model APIs

Warsha · Agent studio

Private models

Agents

14

6 in production

Evaluation

411/420

passed

Cost today

AED 212

  • Need Investigator v1.8Candidate vs v1.7 · 9 failed casesEvaluate
  • update_workflow toolHigh impact · waiting for a personApproval
  • Knowledge collectionConnector credential expiredSync failed
100% of calls through the model gateway0 unapproved modelsGoverned
Illustrative screen with sample data

Authorized vendor to

  • Ministry of Finance
  • Ministry of Interior
  • DGE Abu Dhabi
  • Etihad Aviation
  • EDGE Group

Delivered for

  • Hindustan Unilever
  • Nokia
  • Linde
  • USA Today
  • JSL

Procurement-ready

  • Emirati national company
  • National ICV certificate
  • Abu Dhabi Government Procurement Gate
  • UAE Ministry of Finance, federal procurement
  • Registered ADNOC vendor

Why it matters

Agents multiply faster than anyone can govern them

Every department starts its own pilot with its own prompts, tools and model accounts. Nobody can say what is running or what it costs.

No inventory

Agents live in notebooks and scripts, with no owner, version or record of what they can do.

Untested changes

A prompt is edited on a Friday, and nobody knows what else changed until a user complains.

Data leaves the building

Pilots call public model APIs with internal documents, against policy.

What Warsha does

Build once, govern centrally, reuse everywhere

Agent definitions

Each agent has an owner, a version, a role, a model policy, a tool list and an output contract.

Visual canvas

Draw orchestrations and multi-agent teams, where a coordinator plans and workers return structured findings.

Prompt registry

Prompts are versioned, compared side by side and tied to the agent versions that use them.

Knowledge hub

Governed collections of documents with retrieval, source attribution and a warning when a source stops syncing.

Tool hub and MCP registry

Agents reach tools only through a gateway that checks an allow-list; unregistered MCP servers cannot be reached.

Model gateway

One controlled door to every approved model, with routing and fallback, all hosted on your infrastructure.

Testing and evaluation

Run a candidate against golden cases and a red-team suite, and compare it with the version in production.

Approvals and guardrails

High-impact actions wait for an authorised person, and guardrails screen inputs and outputs.

Operations and cost

A command centre for health and incidents, cost and token use by department, agent and model, and an executive portfolio.

How it works

An agent's life in four stages

  1. 01

    Build

    Define the agent, connect knowledge and tools, and assemble it on the canvas.

  2. 02

    Test

    Run evaluations, read execution traces and simulate the workflow before anyone depends on it.

  3. 03

    Promote

    Submit a promotion request with the evidence; governance approves, and release can be rolled back.

  4. 04

    Operate

    Trigger agents on demand, on a schedule or from events, and watch quality, incidents and cost.

Who it’s for

Built for organisations that want many agents, safely

Government entities

Entities that need agentic AI but cannot send data or prompts to outside services.

AI and digital teams

Centres of excellence that build agents for many departments and need common standards.

Risk and IT leadership

Leaders who must know which agents exist, what they may do, how they perform and what they cost.

Licensing

License Warsha on your servers or in the cloud

Warsha is sold as a software licence, not a one-off project. You choose where it runs; the product, updates and support are the same.

On-premise licence

Runs on your servers

Install Warsha in your data center, in your private cloud tenant or on an isolated network with no internet connection.

  • Annual licence, priced by the number of agents and users
  • Your data never leaves your network
  • Installation, training and updates included
  • Support with agreed response times

Cloud subscription

Hosted for you

We run Warsha for you in a UAE data center, or in a cloud region in your country, ready in days.

  • Monthly or annual subscription, priced by the number of agents and users
  • Hosting, backups and monitoring included
  • Updates applied for you
  • Single sign-on and role-based access

The price depends on the number of agents and users and the support level. We reply within one business day and send a written quote after a short scoping call.

Track record

Trusted by UAE government entities and global brands.

Authorized vendor to five UAE government entities, with projects delivered for Hindustan Unilever, USA Today, Nokia and Linde.

Startups and enterprises served by our engineering teams
150+
Startups and enterprises served by our engineering teams
Average rating on Clutch, Trustpilot and Glassdoor
4.9/5
Average rating on Clutch, Trustpilot and Glassdoor
Client satisfaction rate
98%
Client satisfaction rate
UAE government entities we are an authorized vendor to
5
UAE government entities we are an authorized vendor to

Hear it from our clients

  • Client testimonial

    E-commerce

  • Client testimonial

    Healthcare

  • Client testimonial

    E-commerce

  • Client testimonial

    E-commerce

Security and governance

Every agent has an owner, a limit and a trace

Models stay inside

Every approved model runs in your data center or approved private cloud, and no external model APIs are used.

Least privilege

Each tool call is checked against the agent's allow-list and written to the audit trail.

Human in the loop

High-impact actions are held in an approvals inbox until an authorised person decides.

Access by identity group

Roles are granted through your enterprise identity groups, never to individual accounts.

Book a demo

See an agent built, tested and promoted

We build a small agent on the canvas, connect a knowledge collection and a tool, run an evaluation and read the execution trace, in English or Arabic.

  • A live demo, not slides
  • With one of your use cases
  • Under NDA if you need one

4.9/5 average rating · 98% client satisfaction · 150+ clients served

Book a Warsha demo

We only use your details to reply to you. Arabic or English, as you prefer.

FAQ

AI agent platform questions, answered

What is Warsha?

Warsha is an enterprise AI agent platform. Teams use it to build agents and multi-agent workflows, connect governed knowledge and tools, test and evaluate them, release them through an approval process and operate them with monitoring, cost reporting and human approvals.

What is an AI agent platform?

It is the software an organisation uses to create and run AI agents in a controlled way: one place for agent definitions, prompts, knowledge, tools, models, testing, approvals and monitoring, instead of separate scripts in each team.

Do our prompts or data go to an outside AI service?

No. Every approved model runs inside your data center or approved private cloud, behind the model gateway, and no external model APIs are used.

Is Warsha a self-hosted AI agent platform?

Yes. Warsha is installed on your own servers or approved private cloud, together with the models it uses, so it needs no outside AI service.

Does it support MCP tools?

Yes. Tools and Model Context Protocol servers are registered in the tool hub. Agents can call only the tools on their allow-list, and unregistered servers cannot be reached.

How do we know an agent is good enough to release?

A candidate version is run against a golden set of cases and a red-team suite and compared with the version in production. The results are attached to the promotion request that governance approves.

Can non-developers build agents?

Yes. An agent factory and reusable templates let business teams assemble agents from approved parts, while engineers keep control of tools, models and release.

How is Warsha licensed?

As an annual on-premise licence installed on your servers, private cloud or an isolated network, or as a monthly or annual cloud subscription that we host in a UAE data center or a cloud region in your country. Both include updates and support.

Give every AI agent an owner, a test and a trace

See Warsha build and govern an agent on your own infrastructure.

Book a Warsha demo