Five layers between your data and a decision

The platform doesn't replace your systems. It connects to them, builds a shared model of the organization and gives AI agents safe access to it. Every layer can be inspected, configured and deployed wherever your security policy requires.

Architecture

How it's built

Bottom to top: from data sources to the people making decisions. The governance layer runs through every level.

05 · Interfaces

Where people work

Executive console, web app, corporate chat, voice, and embedding into your own systems.

ExecutiveWebTeams · SlackVoiceAPI
04 · Agents

Who does the work

AI agents with a role, instructions and a set of permitted actions: find, calculate, draft, send for approval.

AnalystRecords clerkDeadline monitorRequest handler
03 · Organization model

What connects to what

Objects and relationships: counterparty → contract → invoice → payment → owner. One source of truth for every department.

ObjectsRelationshipsMetricsVector search
02 · Connectors

How data gets in

APIs, database replicas, exports and document processing. Synced on a schedule or in real time.

APICDCETLOCRSTT
01 · Sources

Your systems, unchanged

ERP and accounting, CRM, databases and data warehouses, documents, email, telephony, corporate chat, cameras.

SAPOracleDynamicsSalesforcePostgreSQLSnowflakeMS SQLExcel
⟂ Governance

The cross-cutting layer

Access rights, audit log, human approval, limits, masking of personal data.

RBACAuditHuman-in-the-loopPII masking
Modules

Modules on one data model

We start with one module aimed at the most expensive problem. Later modules plug into the model that's already built, so each one ships faster than the last.

First module

Executive

A leadership console: plain-language questions, a daily digest of deviations, tracking of directives, answers linked to their sources.

Operations

Operations

Agents for routine processes: reconciliations, requests, deadline tracking, drafting letters and reports, task routing.

Documents

Documents

Reading scans and PDFs, extracting key fields, checking contracts against a checklist, searching the archive.

Knowledge

Knowledge

A corporate knowledge base of policies, procedures and regulations. Staff get answers quoted from the source document.

Voice

Voice

Speech recognition and synthesis in several languages, including Uzbek. Voice agents for contact centers, hotlines and mobile apps.

Vision

Vision

Video analytics on your existing cameras: people counting, zone occupancy, process and safety monitoring.

Agents

An agent is an employee with instructions and limits

An agent isn't a smart chat. It has a role, access to specific data, a list of permitted actions and rules for when to ask a human.

Agent · Contract reviewConfiguration
role: review incoming supply contracts
reads: contract registry, counterparty directory, ERP
can: extract terms · check against checklist · raise a comment
cannot: sign · change amounts · write to external systems
asks a human when: amount > $500,000 · new counterparty · deviation from template
log: every step with source and timestamp
  • An agent's rights never exceed those of the user it acts for
  • Actions that change data go through approval
  • Every answer links to a document or record
  • When data is insufficient, the agent says so rather than inventing an answer
  • Quality is checked against a reference question set before every update
AI models

Frontier intelligence or sovereign models. Your choice.

The platform is model-agnostic. Choose frontier models through enterprise APIs, run open models trained on your own data inside your perimeter, or combine both. A model can be swapped without rebuilding the solution.

Frontier

OpenAI, Anthropic and other leading models

Through enterprise APIs whose terms exclude training on your data. The strongest reasoning for analysis, documents and agents.

  • Fastest to start
  • Best general reasoning
  • Data masked before it leaves
Sovereign

Local models trained on your data

Open models deployed on your servers or in an air-gapped network, fine-tuned on your documents, terminology and processes. Nothing leaves your perimeter.

  • Fine-tuning on your corpus
  • Our own security architecture
  • Works with no internet access
Hybrid

The right model for each task

Routing sends sensitive or routine work to local models and hard reasoning to frontier models, within the rules your security team sets.

  • Policy-based routing
  • Cost control per request
  • Full audit of every call
Deployment

Four ways to deploy

The choice depends on data sensitivity, regulatory requirements and your IT policy. Platform functionality is the same in every option; what differs is which language models are available.

OptionWhere the data livesAI modelsBest forTime to deploy
BlackGust CloudData center in UzbekistanCloud and localCompanies that want a fast startDays
Private cloudYour cloud accountCloud and localCompanies with a cloud policy1–2 weeks
On-premisesYour serversLocal; cloud by agreementBanks, large holdings2–4 weeks
Air-gappedIsolated network with no internetLocal onlyGovernment, critical infrastructure4–8 weeks

Timelines cover platform deployment and depend on the client's infrastructure readiness.

For IT teams

Technical overview

A short brief for architects and CIOs. Full technical documentation is available under NDA.

Source accessRead-only by default. Writes happen only through explicitly permitted, approved actions.
IntegrationsREST/GraphQL APIs; direct connections to PostgreSQL, Oracle and MS SQL replicas; Snowflake and BigQuery; Kafka streams; SAP, Dynamics, Salesforce and 1C connectors; file exports; IMAP email; webhooks.
AuthenticationSingle sign-on via LDAP / Active Directory, SAML or OIDC. Roles are inherited from your directory.
DeploymentContainers on Kubernetes, or Docker Compose for small environments. Infrastructure as code.
ObservabilityMetrics, logs and tracing of agent requests. Export to your SIEM.
BackupScheduled backups and recovery to the RPO/RTO agreed in the contract.
Platform APIYour systems can call agents and receive results through the API.

See the platform on your own scenarios

A demo takes about an hour. Bring your IT and security leads.