01
Conflicting sources
What it does when two documents disagree — which is the normal state of most organisations' documentation, and the case that separates useful products from demos.
RecencyPrecedence
An Appnox product · Internal knowledge
Your organisation already knows the answer. Nobody can find it.
Search and answers across your own documents, policies and operational knowledge — grounded, cited, and respecting the permissions of the person asking.
The problem
Knowledge exists. Retrieval does not.
The answer to most internal questions is written down somewhere. The cost is the time spent finding it, and the errors made when somebody gives up and guesses.
New staff take months to become productive, mostly on knowledge that exists in writing.
Experienced staff are interrupted constantly to answer questions with documented answers.
The same policy exists in three documents with three different last-updated dates.
Search across internal systems returns documents rather than answers.
Nobody is certain which version of a procedure is current.
Knowledge leaves with the person who held it, and the gap is only noticed later.
An Appnox product
A product, reported separately from consulting.
Developed and reported on separately from Appnox consulting engagements, with no shared claims in either direction.
It is also a product whose value depends almost entirely on the state of your content. That is an uncomfortable dependency and it is better established before purchase than discovered during rollout.
Before you buy
What to demonstrate before you buy.
Test these with your own content rather than a sample, because the difficulty in this category lives entirely in the content.
02
Permission awareness
Whether it respects who is asking. HR and commercial content are not visible to everyone, and a system that ignores this creates an incident rather than an efficiency.
IdentityScope
03
Citation
Whether every answer points to the document it came from, so the person asking can check it and the organisation can correct it.
SourceTraceability
04
Content ingestion
What it can actually read, how often it re-reads it, and what happens to content it cannot parse — usually the oldest and most important documents.
FormatsRefreshCoverage
Honest limits
The dependency nobody advertises.
This category is uniquely sensitive to content quality. Where documentation is out of date, contradictory or incomplete, a retrieval system surfaces those problems faster and more confidently than a human ever would — and with more authority.
That can be useful. Contradictions become visible instead of staying latent. But it means the honest first question is whether your content can support this, and that assessment is cheaper than a rollout that erodes trust in week two.
Where the content is not ready, the sequence is content first. Less exciting than an AI project, considerably more likely to produce one that works.
Availability, current feature set, setup work and licensing are confirmed in a proposal. Product capability is never presented as evidence of consulting delivery, or the reverse.
Before we talk
A few useful answers.
Partly. A retrieval system will surface the inconsistencies rather than resolve them, and with more confidence than a person would. Some organisations use that deliberately as a way to find what needs fixing. What does not work is rolling it out broadly and expecting trust to survive the first few confidently wrong answers.
A reasonable question to insist on a clear answer to, from any vendor. Data residency, retention, and whether your content is used for training are commercial and compliance decisions, not technical footnotes, and they are confirmed in the proposal.
Internal and external use are different products in practice, because the permission model and the tolerance for a wrong answer are different. Treat them as separate decisions rather than one deployment with a wider audience.
Conventional search returns documents; this returns answers with the document cited. That is more useful when it is right and more damaging when it is wrong, which is why grounding and citation matter more here than retrieval speed.
Keep exploring
Related work
Start with a conversation
Product, or a build around what you already run?
Thirty minutes with a solutions architect is usually enough to establish which. We are comfortable telling you the product does not fit.
Free · 30 minutes with a solutions architect · No obligation to commission an audit · sales@appnox.ai