AI · 2 min read
AI in competitive intelligence: getting answers you can verify
AI can read far more about your competitors than any team could. The risk is that it answers confidently when it should not. The fix is to demand citations and to treat "not enough data" as a valid answer.
VeoCue team ·
Large language models are very good at summarising and very good at sounding sure. In competitive intelligence, the second quality is a hazard. A confident, wrong claim about a competitor, repeated by a sales rep, costs credibility and sometimes the deal.
The problem: fluent answers without evidence
Ask a general-purpose AI what a competitor charges, and you may get a plausible number that was never true, or was true two years ago. The model is not lying; it is predicting likely text. Without access to current, specific sources, it fills gaps.
Rule 1: every claim needs a citation
Useful AI for competitive work answers from a defined set of sources, such as the pages and news you have collected, and cites the specific source behind each claim. A numbered citation that opens the original page lets anyone check the claim in seconds.
If an answer cannot point to where a claim came from, treat the claim as unverified.
Rule 2: "not enough data" is a good answer
The most valuable behaviour in an AI tool for competitive intelligence is knowing when to stop. If the evidence is thin, the right answer is to say so, not to assemble a confident paragraph from fragments.
When you evaluate a tool, ask it something you know it cannot answer from its sources. See whether it admits it.
Rule 3: show confidence, not just content
Not all sources are equal. A competitor's own pricing page is stronger than a forum post. Good tools mark how confident they are in each item, so a firm fact and a soft inference never look the same in a report.
Rule 4: keep humans on the decisions
Use AI to read, sort and summarise. Keep people on the judgement calls: what a change means, whether to react, and what to tell customers. A review step before anything reaches a battlecard or a board pack is cheap insurance.
A quick checklist for any AI answer
- Does each claim have a source you can open?
- Is the source recent enough to matter?
- Is the source the competitor's own, or second-hand?
- Would you be comfortable if the competitor read your claim?
VeoCue's Ask AI answers from the signals collected for your workspace, with numbered citations, and says when there is not enough data.