Your Source Code
Clear repository handover
AI & Automation
Enterprise Knowledge Assistants with Access Controls
Enable staff to query internal documents, manuals and wikis with instant, cited answers. Safeguard sensitive enterprise data with role-based access control.
- Scope agreed before development
- Milestone reviews
- Source code handover
Connected Systems
Integrations scoped to your tools
Milestone Reviews
Validate each delivery phase
Launch & Handover
Documentation and onboarding
BUILT AROUND YOUR BUSINESS
Knowledge access outcomes and permission boundaries
Define the result you need from enterprise knowledge assistant, then review it against real workflows.
Find approved knowledge with context
Bring relevant source passages and document metadata into one permission-aware answer workflow.
Respect existing access boundaries
Apply identity and record filters before content is considered for retrieval.
Create a maintainable knowledge loop
Send stale sources, conflicts, and unanswered questions back to accountable owners.
WHAT WE BUILD
Document ingestion, retrieval, and citation workflows
Choose the capabilities that fit your first release and the way your business works.
Source Connector & Ingestion Layer
Ingest approved repositories with ownership, revision, and access metadata retained.
- Repository allowlist
- Incremental updates
- Document lineage
Permission-Aware Retrieval
Apply user and group access rules before candidate passages are available to the answer workflow.
- Identity mapping
- Record filters
- Denied-source protection
Cited Answer Workspace
Present answers with source passages and links so users can verify context before acting.
- Source excerpts
- Document links
- Unknown-answer fallback
Knowledge Ownership Queue
Route stale, conflicting, or missing content to an accountable source owner for review.
- Gap classification
- Owner assignment
- Revision feedback
Evaluation & Access Review
Test representative questions, retrieval relevance, answer support, and permission isolation.
- Question fixtures
- Citation review
- Access boundary tests
Interactive Architecture Lab
Explore your enterprise knowledge
Interactive operational simulation for enterprise knowledge assistant. Walk through the operational stages to inspect data contracts, user actions, and backend verification hooks before kickoff.
Active Stage 01 of 03Find
Source Connector & Ingestion Layer: Ingest approved repositories with ownership, revision, and access metadata retained.
- Documented API contracts & data schemas
- Edge latency budget & sub-second response
- 100% Client IP & repository ownership
- Zero proprietary vendor lock-in
Enterprise knowledge · Concept workspaceSample data only
EXPERIENCE STAGE / 01
Interactive conceptFind
Illustrative screens and sample measurements. These are not live results or performance guarantees.
Commercial Buyer Query
What warranty coverage and intellectual property guarantees are provided upon delivery?
Enterprise RAG Assistant (Grounded)
Upon final milestone completion, 100% of source code, repositories, and database schemas transfer entirely to you with zero recurring vendor per-seat licensing fees. Every project includes a 30-day comprehensive bug warranty covering critical defects.
Example source: Approved_Service_Policy.pdf (sample passage)Review required
Source Document GroundingVector Match: Cosine 0.988
[EXCERPT: Document Chunk #891]
"Client maintains unconditional, unencumbered ownership of all delivered software deliverables, source code repositories, and configurations with zero vendor lock-in..."Unknown-answer fallback and human review enabled
Stage 1 of 3 · Find
Source Connector & Ingestion Layer
Ingest approved repositories with ownership, revision, and access metadata retained.
Permission-Aware Retrieval
Apply user and group access rules before candidate passages are available to the answer workflow.
Cited Answer Workspace
Present answers with source passages and links so users can verify context before acting.
ENGINEERING & HANDOVER
A Clear Plan from First Scope to Final Handover
Agree on the workflows, review points and release checks before implementation begins.
Access & Data Controls
Roles, authentication and data handling follow the agreed application scope.
Source-Code Ownership
Your repository and technical documentation are part of the delivery plan.
Testing & Release Checks
Review realistic scenarios, integrations and recovery paths before launch.
Milestone Delivery
Validate the work in planned phases with clear owners and acceptance criteria.
FIND THE RIGHT FIT
Designed for Your Operating Workflow
Review the current problems and the people who need the system before selecting features.
Problems to Resolve
- Searching several document repositories without knowing which version is authoritative
- General chat tools that cannot enforce repository and record-level access rules
- Answers presented without enough source context for a user to verify them
Who This Is Built For
- Teams that search policies, procedures, manuals, and product documentation across several repositories
- Organizations where document access differs by role, department, region, or record
- Knowledge owners who need stale sources and unanswered questions routed back for maintenance
- Operations that require answer provenance and explicit unknown-answer behavior
When Another Approach Fits Better
- Making every private repository searchable without explicit authorization
- Treating generated answers as a substitute for source review in high-risk decisions
- Ingesting unowned document dumps with no revision or retention process
PLAN YOUR PROJECT
Start with the People, Data and Workflow
Enable staff to query internal documents, manuals and wikis with instant, cited answers. Safeguard sensitive enterprise data with role-based access control.
Illustrative Workflow Comparison · Discovery Baseline
Workflow Comparison · Enterprise Knowledge Assistant
Illustrative operating states. Current measurements and acceptance criteria are confirmed during discovery.
These rows are conversation aids, not measured client results. We replace them with your current baseline, desired state, owner, and acceptance test before implementation begins.
How this comparison becomes measurable
During discovery, each row receives a current measurement, target, data owner, test method, and sign-off condition. Until then it remains illustrative scope.
Current state measured before the target is accepted
Test method and evidence source written into scope
Client-owned code, data and infrastructure handover
01
Target to confirmPolicy Research
Legacy Frustration
Staff search multiple repositories and compare document versions
Production Standard
The assistant returns approved passages and source metadata in one reviewable view
Confirm during discoveryIllustrative baseline
02
Target to confirmAccess Checking
Legacy Frustration
Users may discover documents before permissions are understood
Production Standard
Identity and record filters apply before retrieval candidates are exposed
Confirm during discoveryIllustrative baseline
03
Target to confirmKnowledge Gaps
Legacy Frustration
Unanswered questions disappear into chat history
Production Standard
Gaps route to a named knowledge-owner queue for maintenance
Confirm during discoveryIllustrative baseline
HOW IT WORKS
Knowledge ownership and governance plan
A transparent process with decisions and handover planned at each stage.
- 01
Repository & Permission Discovery
Inventory approved sources, ownership, identities, access rules, retention, and excluded content.
Discovery - 02
Retrieval & Citation Prototype
Test chunking, retrieval, source display, unknown answers, and representative question fixtures.
Prototype - 03
Connector & Governance Build
Implement selected connectors, permission filters, freshness metadata, owner queues, and audit events.
Build - 04
Access Review & Rollout
Verify role boundaries, train knowledge owners, document maintenance, and release by approved audience.
Launch
WORKS WITH YOUR TOOLS
Technologies & Integrations
Select the stack and connections around your environment, data and delivery requirements.
Python FastAPI
PostgreSQL
Vector search
Identity-aware retrieval
Document repositories
Identity provider
Cloud storage
Internal APIs
YOUR PROJECT HANDOVER
What You Receive
Confirm the final deliverables and ownership terms in the project scope.
Approved source, ownership, and access-control map
Permission-aware retrieval service and selected repository connectors
Cited answer interface with unknown-answer handling
Evaluation corpus, access tests, and knowledge-maintenance runbook
Enterprise Knowledge Assistant: an implementation case study
See how a business requirement becomes a practical system, with a clear scope and checks your team can review.
Illustrative case study
AI assistance & connected operations
Relay Workflow
Automate the routine. Keep people in control.
Fictional scenario name · Proposed implementation · Concept artwork
01 / THE BUSINESS CHALLENGE
Start with the operational problem.
Operations staff copy enquiry details between tools and manually sort incoming documents. Exceptions need human judgement, but repetitive work should not hide the next action.
02 / THE CONNECTED WORKFLOW
- 01Receive & validate
- 02Classify or retrieve
- 03Human review
- 04Sync & monitor
03 / PROPOSED SCOPE
Build the right first release.
- Event-driven workflow orchestration
- Document retrieval with source references
- Approval and exception queues
- Execution history and retry controls
04 / ENGINEERING DECISIONS
Plan for the difficult cases.
Use scoped API credentials, deduplication keys and bounded retries. Retrieved answers cite approved documents; uncertain or sensitive actions route to a reviewer. Messaging requires approved templates and appropriate consent.
Release acceptance & measurement plan
Before launch, demonstrate that…
- Replaying an event does not send a duplicate message.
- An unsupported answer escalates instead of inventing a source.
- A failed connector enters an actionable exception queue.
After launch, measure the change.
Track review corrections, failed executions and manual handling time; evaluate AI answers against an agreed reference set.
Targets, baseline, timeline and commercial scope are agreed during discovery.
Built for a clear international handover.
Agree working-hour overlap, written English updates, staging reviews, migration responsibilities and support scope. Confirm repository access, deployment documentation and ownership terms before work begins.
Plan the first release
Plan your Enterprise Knowledge Assistant scope and budget range
Choose a delivery tier, functional modules, integrations, and timeline to see an indicative range before discovery.
Explore the range without sharing your email. We confirm the final scope and price after reviewing your requirements.
2. Workflows to build:6 workflows
Count a complete task, such as booking, invoicing or approving a request, as one workflow.
2 · Focused scope6 · Typical scope14 · Complex platform
These selections travel with your brief. The range below is calculated from the tier, workflow count, connected systems and delivery pace.
Indicative project range
$8,227 – $11,405
USD · Local conversion is shown at final payment where available.This planning range uses the selected scope inputs. Final deliverables, exclusions, and milestone prices are confirmed in writing.
Delivery tier:Growing team
Workflows:6 workflows
Connected systems:2 Integrations
Delivery Pace:Standard pace
Source Code & Config:100% Client Owned
What we review before quoting
- Existing data, content and migration requirements.
- Access to the systems and APIs you want to connect.
- Acceptance checks, handover and support needs.
This does not place an order. We review the configuration and reply with the confirmed scope and milestone proposal.
Enterprise knowledge assistant questions
Answers about scope, integrations, delivery and ownership.
How does the assistant respect document permissions?
The design maps application users and groups to approved source permissions, then applies those filters before retrieval results are available. Access rules and identity behavior are tested with representative roles before release.
Will answers show where the information came from?
Yes. Supported answers can include source titles, passages, revision context, and links to the approved repository so the user can verify the material rather than relying on an unsupported response.
What happens when documents conflict or the answer is unknown?
The assistant can state that the available sources are insufficient or conflicting and route the question to a knowledge owner. It should not invent a definitive answer to fill a documentation gap.
LET'S PLAN THE NEXT STEP
Ready to Build Your Enterprise Knowledge Assistant?
Share your requirements and get a clear scope, delivery plan and quote.