AnspectraAnspectra

Official-Web GEO detection

Anspectra

Measure how a product appears in real answers from Doubao, DeepSeek, Yuanbao, and Qwen with fixed prompt suites and comparable browser samples.

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  • Fixed, versioned prompt packs
  • Local persistent browser profiles
  • Sample-level evidence and failures

Anspectra Two-Cycle Demo

Quick Scan report

Demo data
GEO score67.8+5.7 from cycle 1
Collected144 / 1442 cycles · 4 providers
Recommendation41.7%+6.9 points

Measured change

Jul 8 – Jul 15
Cycle 162.1
Cycle 267.8

Provider scorecards

Cycle 2
Doubao36 / 36
66.8+4.7
DeepSeek36 / 36
73.4+6.1
Yuanbao36 / 36
61.2+3.3
Qwen36 / 36
69.5+5.4

One report, several views

A measurement system, not a mention counter.

Reports keep the denominator visible and separate collection failure from analysis failure.

VisibilityMention, candidate, recommendation, and rank
CompetitionTarget share and extracted competitor share
EvidenceSearch sources and answer links tracked separately
StabilityMode-matched changes across repeated cycles

Evidence without guesswork

Search sources are not the same as links in an answer.

Anspectra preserves both evidence surfaces. If a provider does not expose extractable links, it records not_exposed instead of claiming that no source exists.

Evidence surfaceObserved itemRecorded as
Provider search cardanspectra.pages.devSearch source
Visible markdown linkgithub.com/MYZ8088/anspectraAnswer link

Repeatable by construction

From product profile to comparable series.

  1. 01

    Confirm the product profile

    Scan the official site, then confirm the brand, category, products, audience, region, and competitors.

  2. 02

    Freeze a detection set

    Choose a fixed prompt suite, language, providers, modes, and cadence. Review every rendered prompt before it runs.

  3. 03

    Collect official-Web answers

    Each prompt starts a fresh conversation in a persistent local browser profile. Samples and failures are checkpointed independently.

  4. 04

    Compare measured output

    Inspect visibility, rank, recommendation, competition, evidence, and stability by provider, intent, stage, and prompt.

Self-hosted control plane

Real Web answers, local account state.

Persistent collector

One Camoufox profile per provider preserves the browser identity used for login and collection.

Local credentials

Cookies, local storage, and provider sessions stay on the user's computer and are never uploaded.

Comparable cycles

Prompt hashes, providers, modes, locale, and run plan remain attached to the same detection series.

Provider scorecards

Overall results and per-provider reports share the same planned sample denominator and evidence model.

Open source

Audit the route from prompt to report.

Run the control plane, queues, browser collector, and analytics store in your own environment.

MYZ8088/anspectra