Method and evidence

How the Atlas is edited.

The Atlas is published by AIVO, Inc. and powered by AIVO Meridian. It is meant to be useful whether or not a reader ever becomes an AIVO customer, which only works if the editorial rules are visible and applied evenly.

Evidence labels

Every record and every relationship carries its own label. Maturity (in use, preview, draft) is recorded separately from the evidence for it. Labels are never collapsed into a single "supported" badge.

LabelMeaning
Independently testedAIVO or a designated independent evaluator reproduced a defined behavior under controlled conditions.
Documented live integrationProduct documentation shows an available implementation; not necessarily tested independently.
Vendor documentedThe vendor documents the capability; real-world operation not independently confirmed.
Demonstrated / pilotShown in a demo, private pilot, preview or limited rollout. Not general availability.
SpecificationA published protocol or proposed technical standard. Distinct from product adoption.
Design participationThe organization publicly joined or stewards a standards or design process. Implementation is not inferred.
Candidate / unreviewedCataloged for breadth and awaiting verification. Excluded from the default map.
Analysis / scenarioAtlas editorial interpretation, category or scenario. Assumptions are stated.

What the numbers mean

176 research records

Models, products, platforms, standards, category markers and candidates from the Atlas 2.0 research snapshot (10 October 2026). Not 176 independently verified autonomous agents. 63 are candidates awaiting verification and stay off the default views. 12 were removed by the agentic scope test (content assistants, robotics, self-driving).

95 relationship claims

Each has a specific source and a qualified claim: specifications, demonstrations, vendor-documented and live integrations, labeled separately. No independent end-to-end compatibility tests have yet been run, so documented support is not certified compatibility.

44 Poppy organizations

Sierra and Meta plus 7 launch partners and 35 design partners named in the protocol's design process. They are not counted as interoperable integrations.

Scope: English-language public vendor and project documentation, regulator and central-bank publications, and curated examples. Not an exhaustive global census. Claims can vary by account, region, plan and beta access. Retired features are kept as relationship changes, not deleted.

Publisher disclosure

AIVO, Inc. publishes the Atlas and offers AIVO Meridian. Meridian and competing measurement providers are covered by the same editorial and evidence policy, listed alphabetically, and never given a paid or preferential rank.

Atlas functionMeridian placementBoundary
Prompt-level visibility and mention monitoringNot its defining categoryNot classified as first-prompt visibility tracking.
Controlled live buying-agent researchCore capabilityResearch conditions, models, replicates, scenarios and time window are stated.
Final recommendation and win shareCore capabilityControlled research outcomes are distinguished from real-world sales.
Linkage Gap and Evidence GapResearch and diagnostic capabilityObserved failures are distinguished from hypothesized causes.
Brand Alpha and commercial exposureModeled interpretationAssumptions, input provenance and uncertainty are exposed. Modeled exposure is not observed revenue.
Execution-stage and transactional telemetryNot claimedNo claim of platform-wide operational measurement.

Inclusion criteria

The Atlas is a curated guide, not a directory of every provider. AIVO, Inc. reviews every suggestion against these published criteria, and applies them identically to its own products.

Measurement and research providers

Anyone claiming to measure how AI systems treat brands:

  • a published methodology
  • published results, with sample sizes
  • the number of runs or replication stated
  • independent review or verifiable data

Products, protocols and infrastructure

Anything that acts, decides or transacts on someone's behalf, or lets agents do so:

  • within the agentic scope
  • documented by its provider, with a source
  • live, or clearly labeled as pilot, preview or draft

Keeping it current

Dated and sourced

Every published claim keeps its source, its checked date and its evidence label. Claims not re-checked within the review period are flagged for review, never left looking current.

People approve, AI assists

Monitoring of vendor, protocol and regulator sources can propose changes, but AIVO, Inc. reviews and approves every material change. Nothing AI-written is published automatically.

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