RAG system and knowledge-base search for a team in Saint Petersburg
We build RAG systems and knowledge-base search with sources, access control and answer-quality checks.
Delivery focus: Connect the user journey with the internal workflow.
What we discuss first
sources, access rules, example questions, freshness rules and answer criteria.
What we accept in the result
indexing, source-backed search, roles, test set and abstention on insufficient evidence.
Boundaries and dependencies
RAG does not make unverified documents trustworthy or replace a knowledge owner.
AI workflow coordination in Saint Petersburg
For an AI workflow, we confirm approved data, result review and human hand-off; city coordination helps agree the process owner in Saint Petersburg. Demonstrations follow Saint Petersburg time, UTC+3. Delivery is remote; OTON does not claim an office, employees or local representation in this city.
Brief prompt
What does the user do, and who continues the process internally?
Hand-off check
Verify steps, statuses, exceptions and owners.
Offer geography
Before work starts, we confirm whether the offer is intended for Saint Petersburg, Russia or several markets. This affects language, form fields, required information, analytics and campaign settings; no unsupported local promises are added.
Local delivery context
Before an AI workflow is built, permitted and prohibited data, access, logging and human review are agreed; this does not replace the customer's legal assessment. Официальный интернет-портал правовой информации.
City context
The Saint Petersburg Government reported work on AI services for processing housing, utilities and social-services enquiries. AI discovery must define enquiry topics, permitted data, routing, the automated-answer boundary and escalation ownership. Acceptance uses a labelled enquiry set, measures routing and requires safe human hand-off for ambiguous cases. Official website of the Saint Petersburg Administration.
Question before the brief
Can any documents be connected? Only approved material with clear access rights. Must the whole process be defined first? No, the main steps and owners are sufficient.