Quality isn't measured
No evaluation sets or metrics; answers are inconsistent.
A-Team AI · Enterprise AI agents and solutions
A-Team AI. AI agents that go to work.
We design, integrate and deploy agents that work with corporate data and perform tasks within your existing business processes. The pilot ends — the agent keeps working.
What clients come to us with
Find your request — each has a clear first step with a timeline and outcome.
| Request | What's usually behind it | What we do | First step |
|---|---|---|---|
| “We want AI agents” | A mandate from leadership, but no clear starting point | Identify 2–3 processes with measurable impact and take the first agent into production | 2–3 week discovery |
| “We want RAG over our knowledge base” | Policies and documentation are scattered; searching takes hours | RAG over your sources: answers with citations and access controls | 3–4 week pilot |
| “We want to automate processes” | Manual work with documents, reconciliations and requests | Analyse the process: where integration is enough and where an agent adds value | Process audit |
| “We want an AI assistant” | An overloaded service desk or contact centre | An assistant connected to ticketing and the knowledge base, with hand-off to people | Request analysis |
| “We want to query data in plain language” | Reports wait days for analysts | An AI interface to DWH, data marts and ERP with safe SQL generation | Pilot on one data mart |
| “Our pilot never reaches production” | Unstable quality, no integrations, no security sign-off | Audit, rework or rebuild, then go-live | 2–4 week pilot audit |
| “Employees already use AI on their own” | Data flows to external services | Inventory; move what works into production, the rest into a platform and training | AI inventory |
Why AI pilots stall
Almost every large company is experimenting with language models, but only about half reach production.
No connection to data
The pilot isn't connected to real systems and sources.
Security isn't resolved
Access, audit and data storage haven't been signed off.
No owner
Nobody owns the process or the operating plan.
From pilot to production
One programme with clear checkpoints instead of three separate contracts.
- 01
Discovery or audit
2–4 weeks: data, constraints, target architecture, quality criteria and business metrics.
- 02
Pilot
Up to 6 weeks on real data, with evaluation sets from day one.
- 03
Trial operation
About 2 weeks: load, access controls and user feedback.
- 04
Production
Documentation, user onboarding and handover.
- 05
SLA-based support
Answer quality monitoring, model updates and new use cases.
No pilot yet? We'll start with discovery and choose a use case with measurable impact.
Quality and security
We measure accuracy and maintain it under SLA — without promising zero errors.
- Role-based access
- Request audit trail
- Evaluation sets and automated scoring
- Human approval on critical steps
- Model swaps without rework
- Russian and open-weight models
15 years of engineering. Now at AI speed
200+ projects for government, banking, energy and retail. We work inside client infrastructure, meet enterprise security requirements and are accredited by the Russian Ministry of Digital Development.
FAQ
What is RAG and why does it matter?+
The model answers from your documents rather than from memory, and shows where each answer comes from. This reduces errors and makes every answer verifiable.
Can you take over our existing pilot?+
Yes. We start with an audit and propose a plan — rework or rebuild.
Which models do you use?+
We select models to fit the task and your security requirements: Russian and open-weight models, on-premises or hybrid.
Will AI replace employees?+
No. Agents remove routine work; people keep the critical decisions.
Get your AI pilot ready for production
We'll run a technical audit, map the constraints and propose an architecture, timeline and go-live plan. No pilot yet? We'll start with discovery.
Email
mailbox@komanda-a.ruPhone
+7 (495) 726-27-09