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decision topic

AI search and research

A research pillar for evaluating source-grounded search, document synthesis, literature discovery, citation quality, and editorial review.

Editorially reviewedVerified 2026-08-113 official or primary sources

The decision context

Research products can help discover pages, work across uploaded sources, or organize literature, but citations are not self-validating. A useful workflow keeps discovery separate from claim verification and records whether each source actually entails the sentence it supports.

Coverage also depends on the task: public web research, a closed document set, and scholarly literature have different access, recency, rights, and reviewer requirements. Product output should become a research lead, not an invisible replacement for source reading.

Why it matters

  • A linked page may be irrelevant, outdated, secondary, inaccessible, or weaker than the claim attached to it.
  • Search coverage and uploaded-source grounding answer different research questions.
  • A smooth synthesis can erase disagreement, missing evidence, publication dates, and geographic limits.

Questions to answer before choosing

  1. Is the job discovery, evidence extraction, literature mapping, monitoring, or final synthesis?
  2. Which source classes, date ranges, languages, and access rules are required?
  3. How will reviewers test citation presence, citation entailment, and source authority separately?
  4. What uncertainty or conflicting evidence must remain visible in the deliverable?

A reviewable decision path

Each step should leave a record that another reviewer can inspect.

  1. 01

    Bound the question

    Define the decision, cutoff date, geography, source hierarchy, and claims that would change the answer.

  2. 02

    Separate discovery paths

    Use web, uploaded-source, and scholarly discovery where appropriate and retain the query trail.

  3. 03

    Build a claim ledger

    Attach each material claim to a primary source, exact support, date, and verification state.

  4. 04

    Review gaps and conflict

    Record inaccessible evidence, contradictory sources, coverage limits, and editorial inference.

  5. 05

    Publish a recheckable brief

    Expose citations, reviewer, verified date, and triggers for refreshing volatile claims.

Continue through the evidence graph

These links connect the topic to at least three concrete models, tools, workflows, comparisons, or protocols.

Sources checked

Open the original pages before relying on a time-sensitive product decision.

  1. Learn about Gemini NotebookGoogle
  2. Elicit searchElicit
  3. Consensus research guideConsensus
Version · v4.3.4-indexnow-root-proof

Latest releases

IndexNow root-proof request compatibility

After v4.3.3, the exact root-level {key}.txt proof returned HTTP 200, but a full request carrying keyLocation still returned HTTP 403; a minimal homepage request with the same production key and no keyLocation returned HTTP 202. This release omits that field, while the automatic full run and idempotent rerun remain deployment checks.

IndexNow key-proof compatibility

Changed IndexNow verification to the official root-level {key}.txt convention after the first production notification returned HTTP 403; revalidation remains pending, while the website, sitemaps, and Bing sitemap processing are unaffected.

Bing sitemap discovery and IndexNow change notifications

Prepared canonical sitemap discovery for Bing and added automatic IndexNow change notifications while keeping segmented sitemaps authoritative and making no claim that a notified URL has been crawled or indexed.

View all releases