- **Collection architecture:** Public material reviewed did not establish, engine by engine, whether Goodie uses APIs, browser automation, partner feeds, or a mixture, and how closely results reproduce consumer interfaces. Independent directory coverage also identifies this disclosure gap. ([seowrapper.com](https://www.seowrapper.com/tools/goodie-ai?utm_source=openai))
- **Sampling validity:** The index methodology explains the broad process, but does not settle every question about repeated sampling, uncertainty, personal context, or consumer-population representativeness. ([higoodie.com](https://higoodie.com/ai-visibility-index/methodology/?utm_source=openai))
- **Scale:** The vendor claims thousands of pages, SKUs, and prompts, but no independently verified breaking point, throughput benchmark, or large-catalog latency test was found. ([higoodie.com](https://higoodie.com/))
- **API limits:** Detailed public rate limits, versioning commitments, webhook behavior, export completeness, and historical retention were not established from reviewed materials.
- **Security:** Residency, public penetration-test results, and the underlying attestation scope remain procurement questions.
- **Reliability:** No representative public incident history was established. Absence of located complaints must not be interpreted as zero downtime.