Desk-reviewedExceptional signal
Sales and marketing

NiubiGEO

NiubiGEO tests how multiple AI systems describe a brand, which competitors appear, and which sources influence responses while retaining original answers and repeated measurements.

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Machineworthy take

It couples a self-hosted, auditable GEO workbench with evidence-linked results and optional human testing rather than exposing only an opaque visibility score.

Access and pricing

Apache-2.0 self-hosting is free aside from model, search, and hosting costs; official services include a ¥99 three-model report plus separately priced testing and campaigns.

Verification notes

Verified live on 2026-09-29, including the official pricing page and current repository release.

Review scope: official-source desk review. This is not a hands-on performance test or endorsement.

Evidence checked

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