Knowledge agent
RAG over approved materials, citations, a basic interface, boundaries and human hand-off.
AI agents · knowledge · workflow automation
AI agents for knowledge, processes and team operations
We build governed digital workers with sources, tools, roles, action logs and human escalation—not merely chat interfaces.
NPNT operating model
Cost follows the agent’s authority—not the model name
An agent that retrieves a document is different from one that changes a system record. Before estimating, we define tools, data, error consequences, the process owner and the stop mechanism.
01 · Workflow
From a business problem to a verifiable result
Prices are indicative and exclude model usage, cloud, licences and third-party services. Real-data access requires a separate security and permissions review.
- 01
Process
Identify the repeatable task, owner and current cost of error.
- 02
Tools
Define search, databases, APIs and actions available to the agent.
- 03
Bounded pilot
Test scenarios, escalation, logs and metrics in a safe environment.
- 04
Operations
Version knowledge, monitor quality and manage changes.
02 · Deliverables
Typical agent patterns
- 01Knowledge and internal-policy agent
- 02Research agent with traceable sources
- 03Document and report preparation agent
- 04Request-routing agent
- 05Multi-agent workflow with specialised roles
03 · What the estimate covers
Scope, data and deployment determine the investment
After a short brief, NPNT proposes a first-stage architecture, a budget range and a result criterion. A detailed public tariff is intentionally avoided because integrations and responsibilities differ.
Process agent
Tools and APIs, roles, action logs, test scenarios and one working integration.
Integrated environment
Several agents or systems, observability, access control and operating documentation.
04 · Operations
Operations
Deployment in a Russian or agreed protected environment, with version, quality, access and change control.
Start
Availability, knowledge, limits and a monthly check.
Business
Integrations, quality, scenario changes and reporting.
Critical
Response procedure, extended monitoring and change control.
A bounded first stage
Describe the problem—we will outline the architecture of the first step
An initial assessment does not require medical records, trade secrets or a data dump. Process context and the intended outcome are enough.
- 01The process, product or audience that needs to change
- 02The data or materials already available
- 03Who owns the decision and which criterion will define success
Our first reply will clarify the process, available data, accountable specialist and success criterion. We will then propose a bounded first stage with an indicative timeline and budget.
Describe the problem →