PakVisionAI · Business planning · Pakistan
How to evaluate private document search for your business
Prepared by PakVisionAI · Published
Private document search should help staff find answers supported by documents they are authorised to use. PakVisionAI scopes enterprise RAG around an approved collection and a real business workflow. Evaluate answer quality, source support and access permissions separately before expanding the collection.
A practical checklist for your team
| Question or test | Expected behaviour to agree | Evidence to review |
|---|---|---|
| An answer exists in approved records | Return a useful answer with a reference to the supporting passage. | Check that each material claim is supported by the cited source and that the link resolves. |
| The collection has no answer | Say that the available records do not support an answer and offer the agreed next step. | Record unsupported assertions separately from unanswered questions. |
| Two staff roles have different access | Each role sees only the records and answers it is authorised to access. | Repeat the same question with approved test accounts and inspect both answers and citations. |
| A document changes or is withdrawn | Apply the agreed update or withdrawal process, including search indexes and caches. | Record when the change becomes effective and whether older content is still returned. |
| A question uses Urdu, English or mixed terminology | Interpret the language and terminology required by the selected business process. | Use representative staff questions and have an appropriate reviewer check meaning and source support. |
Build a small, representative evaluation set
Ask the business owner for real questions and the approved records that should support the answers. Include ambiguous terms, scanned documents where relevant, missing answers and restricted records. Keep a separate set for evaluation instead of only testing examples used during setup.
Score source support as well as fluency
Review whether the answer addresses the question, whether each important claim is supported and whether the cited document is current. A plausible answer with a citation is insufficient if that citation does not support the claim. Track unsupported answers and appropriate refusals separately.
Test access with real roles
Agree document ownership, roles and update responsibilities. Test both document retrieval and generated answers using approved accounts with different permissions. Include a user asking directly for restricted information; a prompt instruction alone is not an access-control test.
Map the complete data flow
Agree where documents, extracted text, indexes, embeddings, model requests, logs and backups are processed and stored. Record any external providers and retention settings. An on-premises component does not by itself establish that every part of the workflow stays on-site.
Make a rollout decision with an owner
Review question-level results, permission tests, update behaviour, response time and staff feedback. Assign fixes and retests, then have a named business owner decide whether to extend the collection or user group.
Questions before you begin
Does private document search guarantee that every answer is correct?
No. Evaluate representative questions, check source support and define how unsupported or ambiguous questions are handled. Keep a human owner for important decisions.
Link to this answerAre source citations enough to trust an answer?
No. Check whether the cited passage actually supports the answer, whether the document is current and whether the user is authorised to access it.
Link to this answerCan a pilot cover Urdu and English documents?
Language requirements can be scoped for the collection and user workflow. Test the actual document quality, terminology and Urdu/English questions rather than assuming uniform results across all material.
Link to this answerWhat is the difference between document search and an AI agent?
Document search helps retrieve and explain information from approved records. An agent can also be scoped to take actions in connected systems. Action permissions, approvals and exception handling require separate design and testing.
Link to this answer