AI knowledge base development cost

What drives knowledge base cost

Document volume

More documents mean more inventory, curation and testing.

Document condition

Versions and contradictions need resolving.

Restructuring and conversion

Scans, tables and long files need preparation.

Permissions

Respecting who sees what adds design and testing.

Interface and integration

A chat window, intranet or helpdesk connection adds build.

Ask for content preparation and technology build to be quoted as separate lines.

Knowledge bases compared

How knowledge bases are priced

Content work

If your documents are current, consistent and well structured, preparation is quick. If not, inventory, curation and restructuring can be the largest cost. Some of this needs your staff, since only they know which version is authoritative. That effort also improves your documentation for people who never use the AI.

File conversion

Scanned PDFs, images of text, complex spreadsheets and slide decks may need converting into readable text before indexing. Quality varies, and checking conversions takes time. Count these files when asking for quotes.

Example: starting with one department

Running costs

AI usage fees depend on how many questions are asked and how much text is processed per answer. Search or database services and hosting may charge monthly. Ask for estimates at your expected number of users and questions.

Governance time

Owners reviewing sources by their dates, someone reviewing unanswered questions and re-indexing changed documents all take time. Budget it, since a knowledge base without governance loses value quickly.

Comparing quotes

Check inventory and register, curation support, restructuring, conversion, permissions, interface, integrations, testing with citations, running cost estimates, governance handover and support.

Keeping the cost down

Start with one audience or department, curate documents in-house, prioritise the most-used sources, defer complex conversions and reuse the setup for later phases.

Permissions

A public knowledge base needs no permissions. An internal one that must respect who can see which documents needs design and testing, which adds cost but prevents restricted information being summarised to the wrong people.

Judging the value

Value shows in time saved finding information, fewer repeated questions to colleagues and more consistent answers. Track usage, helpful ratings and unanswered questions.

Interface and integration

A simple chat page is the cheapest interface. Embedding the knowledge base in an intranet, a staff messaging tool or a helpdesk needs integration and testing, and may be governed by those tools' own permissions. Choose the place people already work, but price each option.

Testing

Testing with real questions, checking citations and confirming restricted documents stay restricted takes time from both the provider and your staff. It is how you find out whether answers can be trusted, so include it in the budget.

Data protection work

Reviewing documents for personal data, preparing a data protection impact assessment, which ICO guidance says AI use usually requires, and checking supplier terms add some time and possibly adviser fees.

Re-indexing

When documents change, they need re-indexing. Automating this from your document store costs more to set up but less to run; doing it by hand is cheap to set up but relies on someone remembering. Choose based on how often your documents change.