Enterprise pilot

Evaluate ContextHarbor with your knowledge, users, and operating requirements

A ContextHarbor pilot focuses on one controlled business or engineering use case.

The objective is to determine whether privately deployed, source-backed retrieval can improve access to organizational knowledge while meeting technical and governance expectations.

Start with a controlled domain

A useful pilot has a decision at the end.

Avoid beginning with the organization’s entire document estate. Select a valuable problem with clear ownership and representative users.

Defined problem

State the business or engineering question that improved knowledge access should address.

Owned documents

Use a controlled collection with an identified knowledge owner and update process.

Representative questions

Agree a realistic evaluation set before configuring retrieval.

Decision criteria

Define what evidence will support proceeding, extending, or stopping.

Pilot process

Move from discovery to an evidence-based recommendation.

  1. Discovery

    Define the use case, users, knowledge owners, security requirements, and intended applications.

  2. Knowledge assessment

    Review formats, quality, ownership, duplication, sensitivity, and update frequency.

  3. Controlled deployment

    Configure ContextHarbor within the agreed evaluation environment and create the project namespace.

  4. Ingestion and validation

    Load approved knowledge, review processing, and confirm that sources remain usable.

  5. Evaluation

    Test representative questions against agreed retrieval and answer-quality criteria.

  6. User review

    Collect feedback from users, knowledge owners, technical evaluators, and security stakeholders.

  7. Recommendation

    Document results, gaps, production requirements, and the recommended next step.

Success criteria

Measure quality, suitability, and readiness separately.

Final metrics and acceptance thresholds should be agreed before the pilot begins.

Retrieval quality

Measure precision, recall, ranking quality, exact-term matching, and ambiguous-question handling.

Answer quality

Measure groundedness, source correctness, factual consistency, relevance, and unsupported-answer frequency.

Operational suitability

Review ingestion reliability, response time, update effort, user comprehension, and workflow fit.

Enterprise readiness

Assess deployment compatibility, provider approval, access requirements, monitoring, and ownership.

Pilot outcome

Proceed, extend the evaluation, or stop.

Make the production decision from evidence.

Stakeholders should understand the use-case value, retrieval quality, remaining gaps, infrastructure requirements, operational ownership, and the next knowledge domain to consider.

ContextHarbor

Discuss your enterprise knowledge use case.

See how ContextHarbor could support a controlled operational or engineering knowledge workflow within your environment.

Pricing is available on request and depends on deployment, integration, support, and evaluation requirements.