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KRASTOR

AI Use Case

Give AI the approved company context it needs—without pretending it knows the whole business.

An internal AI assistant becomes useful when it can answer from governed company sources rather than generic internet knowledge or memory. Krastor calls the organized, permission-controlled context behind that work a Company Brain. It connects approved knowledge, procedures, policies, terminology, and relevant system context while preserving source ownership, access boundaries, citations, maintenance, and human review for consequential actions.

Designed reference workflow. This guide explains how Krastor would scope and govern the use case. It is not presented as a live client result.

Written and reviewed by Greyson Jones · August 22, 2026

Recognition points

This use case becomes valuable when:

  • 01Employees search across drives, chats, wikis, inboxes, and individual memory for the same answer.
  • 02Procedures exist in several versions and nobody knows which source governs.
  • 03Generic AI answers sound confident but do not reflect company policy, terminology, customers, systems, or exceptions.
  • 04Sensitive knowledge is either unavailable to useful tools or exposed too broadly through convenience-driven uploads.
  • 05Knowledge bases decay because publishing is treated as a one-time migration instead of an owned operating process.

The production workflow

What the connected system actually has to do.

01

Source inventory and ownership

Identify the systems and documents that contain approved knowledge, assign an owner to each source, distinguish authoritative material from reference material, and record who can change it.

02

Permission-aware retrieval

Use the person's role and the task context to determine which sources and records may be retrieved. The assistant should not gain broader access than the user or workflow it serves.

03

Answer with sources

Generate direct answers from retrieved approved context and attach citations or links a person can inspect. When evidence is missing or conflicting, the assistant says so and routes the question instead of filling the gap.

04

Procedure guidance

Walk a team member through an approved process, surface the applicable policy and terminology, and identify the next system or human handoff. Guidance does not become an irreversible action unless a separate, permissioned workflow authorizes it.

05

Feedback and correction

Let authorized users flag stale, missing, or incorrect material. Route the issue to the source owner and preserve the correction history rather than allowing conversational feedback to silently rewrite policy.

06

Maintenance and review

Track source freshness, ownership, failed retrievals, unanswered questions, and policy changes. A Company Brain requires the same operational ownership as any other production system.

Connected systems

The context and tools the workflow may need.

  • Approved documents and knowledge platforms
  • Policies, procedures, standards, and terminology
  • CRM, ERP, case, project, or support context where authorized
  • Identity and role-based access
  • Source ownership and change workflows
  • Retrieval, citation, and evaluation logs
  • Human review and escalation channels

Controls

What keeps the capability governable.

  • Only approved and connected information is available
  • Permissions limit what each assistant or agent can use
  • Answers preserve source citations and uncertainty
  • Source quality and conflicts are visible
  • Owners maintain and update knowledge
  • Consequential actions require the appropriate human or workflow approval

Success measures

How to know the workflow is improving the business.

  • Answer usefulness and source-citation rate
  • Time to find approved information
  • Unanswered and conflicting-source rate
  • Human correction rate by topic
  • Source freshness and owner coverage
  • Permission or sensitive-data incidents

Implementation path

Move from current workflow to bounded production use case.

01

Choose one audience and job

Start with a bounded group and recurring question set, such as sales enablement, support policy, field procedures, or employee onboarding. 'Everything the company knows' is not a workable first scope.

02

Approve the source contract

Name authoritative systems, owners, update cadence, permissions, exclusions, and how conflicts are resolved. Do not ingest an entire drive and call it governance.

03

Build retrieval and citations

Test whether the system finds the right source, respects access, quotes or cites the evidence, and declines when the evidence is insufficient.

04

Evaluate with real questions

Use representative questions from the team, including ambiguous, outdated, sensitive, and adversarial cases. Score the answer, source, permission, and escalation separately.

05

Operate the knowledge system

Review unanswered questions, stale sources, access changes, and high-impact corrections. Expand by audience only after ownership and maintenance work in the first domain.

Questions owners and implementation teams ask

Direct answers before you scope the work.

Does a Company Brain know everything about our company?

No. It can use only the approved and connected sources available within the person's or agent's permissions. Missing, stale, conflicting, or inaccessible information limits the answer.

Does it replace our source systems or knowledge base?

No. It provides a governed context and retrieval layer over approved sources. The CRM, policy repository, document system, and other owners remain the systems of record.

Can different teams see different information?

Yes. Identity, role, record scope, and task permissions should control retrieval. Access should be enforced by the underlying data and tool layer, not only by an instruction in a prompt.

How is the knowledge kept current?

Each source needs an owner, update path, and review cadence. The system should surface stale material, repeated unanswered questions, and conflicts so owners can maintain the underlying source.

Engagement starts here

Start with the diagnostic.

Thirty minutes. We map your operation, name what's actually slowing it down, and tell you what we'd do if we were running it. You get a written stack assessment after the call, whether you hire us or not.

Not limited to what's listed. Every engagement starts by assessing what your business actually needs, and we build whatever it requires.