Source discovery

Live AI-powered web search across academic research, global industry surveys, consulting reports, market statistics, and practitioner evidence. Sources retrieved in real time — not from a static database.

Research certainty

Reflects consistency across sources, methodological quality, and recency weighting — not any single source. Strong / Moderate / Limited reflects the collective evidence base.

Limitations

Secondata searches publicly available sources. Proprietary datasets, paywalled research, and unpublished studies are not included. AI-assisted summaries should be verified against primary sources for high-stakes decisions.

Quality scoring

Each source scores 0–100 using category-specific criteria. Academic: methodology rigor, replication, independence. Industry: sample size, credibility, commercial bias. Practitioner sources capped at 75.

Decision confidence

Translates research certainty into decision relevance. Accounts for question specificity, sector evidence availability, and how identified gaps may materially affect the decision.