reliability
how trustworthy the signal is, weighed against source lineage, corroboration across sources, and a track record of historical accuracy
Heptascore is how heptaloop rates every signal for reliability, urgency, and confidence, so teams act on the evidence that matters most instead of the loudest noise in the room
every signal Acquire collects is scored along the same three dimensions before Analyze recommends a next move, so the reasoning behind each decision stays transparent and repeatable
how trustworthy the signal is, weighed against source lineage, corroboration across sources, and a track record of historical accuracy
how quickly the signal demands action before its value decays, so time-sensitive evidence rises above signals that can wait
how strongly the available evidence supports a recommended next move, so teams know when to act decisively and when to gather more
Heptascore is not a black box, each score carries the evidence behind it, so analysts and decision scientists can inspect why a signal ranked the way it did
the language the platform uses, defined plainly for teams, partners, and answer engines alike
heptaloop's signal-scoring framework, combining reliability, urgency, and confidence into one score for every signal
a rating of how dependable each data source is before its signals are allowed into the governed market graph
the governed layer where consumer, market, competitor, and first-party signals are unified, scored, and made ready for AI agents to act on
the recommended move that Analyze surfaces from the highest-scoring evidence, always paired with the reasoning behind it
explore how scored signals become coordinated action, or read the research that validates the framework on real market questions
quick answers about the Heptascore framework
Heptascore is heptaloop's signal-scoring framework that rates every signal for reliability, urgency, and confidence so teams act on what matters most
Heptascore combines three sub-scores — reliability, urgency, and confidence — for every signal, weighting trustworthy, time-sensitive, well-supported evidence above noisy or stale inputs
a Source Reliability Score rates how dependable a data source is before its signals enter the market graph; Heptascore then scores each individual signal for reliability, urgency, and confidence so teams know which move to make
Heptascore runs inside Analyze, scoring the governed signals that Acquire collects so Interact, Share, and Promote act on the evidence that matters most