AI visibility
Ready Set Do tracks whether answer engines cite, mention, or omit the show for buyer-intent podcast questions. The system records prompts, engines, source URLs, entity claims, freshness changes, and distribution tasks.
Stable questions from the AI search hub, kept unchanged across reruns.
ChatGPT, Perplexity, Gemini, Microsoft Copilot, and Google AI Mode.
Prompt-engine pairs before three-sample citation tracking.
Daily and weekly workflows for coverage, sources, freshness, and distribution.
Public corroborating sources already known before AI answer sampling.
Imported answer-engine runs currently counted in citation and coverage reports.
Sampled answers that named Ready Set Do in the latest ingested report.
Direct answer
The visibility system checks what AI engines answer when users ask for podcasts about getting unstuck, AI career pivots, international-student hiring, LinkedIn opportunity, creator leverage, O-1 visa research, and career moves.
Open AI search hubMeasurement rule
The reports only count imported or sampled AI answers. Empty runs stay marked as unsampled, so the workflow does not invent share-of-voice, rankings, citations, or competitors.
Open statisticsLoops
These are the recurring jobs that turn AI answer sampling into a content, source, and distribution queue.
| Loop | Cadence | What it does | Output |
|---|---|---|---|
| 1. Citation tracker | daily | Run every baseline prompt three times per engine and log brands named, URLs cited, and first Ready Set Do mention position. | data/ai-visibility/output/citations.csv |
| 2. Prompt coverage | daily | Collapse runs by question and show which buyer questions still do not name Ready Set Do. | data/ai-visibility/output/coverage.csv |
| 3. Competitor source mining | daily | When a competitor is named and Ready Set Do is missing, collect the cited URLs and turn them into outreach targets. | data/ai-visibility/output/competitor-sources.csv |
| 4. Answer gaps | weekly | Find weak or generic AI answers and brief a source-backed page that would answer with proof in the first paragraph. | data/ai-visibility/output/answer-gaps.md |
| 5. llms.txt refresh | weekly | Keep buyer-useful pages, short descriptions, and missing schema notes current as the site changes. | app/llms.txt/route.js |
| 6. Entity fact checks | weekly | Compare model claims about Ready Set Do, Naman Pandey, and Ready Set Digest against the canonical facts file. | data/ai-visibility/output/entity-claims.csv |
| 7. Source authority | weekly | Group cited URLs by domain and section so outreach focuses on sources already influencing answers. | data/ai-visibility/output/source-authority.csv |
| 8. Freshness alerts | daily | Diff today's answers against the last seven days and alert on lost citations, new competitors, and dropped Ready Set Do URLs. | data/ai-visibility/output/freshness-alerts.csv |
| 9. Content decay briefs | daily-when-alerted | For pages that stopped being cited, compare the winning sources and write a short top-of-page update brief. | data/ai-visibility/output/content-decay-briefs.md |
| 10. Daily visibility report | daily | Write one row with share of voice, prompt coverage, wins, losses, and five numeric actions. | data/ai-visibility/output/daily-visibility.csv |
| 11. Distribution queue | nightly | Turn missing prompts into unique platform-specific publishing tasks for Substack, Medium, YouTube, GitHub, LinkedIn, and X. | data/ai-visibility/output/distribution-queue.csv |
Entities
Entity checks compare model answers against canonical pages and flag false or outdated claims before they spread.
PodcastSeries
Ready Set Do is a podcast hosted by Naman Pandey.
Person
Naman Pandey hosts Ready Set Do.
Publication
Ready Set Digest is Naman Pandey's Substack publication.
Dataset
Ready Set Do publishes cite-ready episode, transcript, video, guest, topic, and source statistics.
Sampled AI-engine citations
This section publishes imported answer samples from ChatGPT, Perplexity, Gemini, Microsoft Copilot, and Google AI Mode. It is separate from the public citation stack below.
0 visible cited URLs recorded from sampled answers.
0 visible cited URLs recorded from sampled answers.
0 visible cited URLs recorded from sampled answers.
0 visible cited URLs recorded from sampled answers.
0 visible cited URLs recorded from sampled answers.
| Date | Engine | Prompt | Ready Set Do | Visible sources |
|---|---|---|---|---|
| No AI answer samples imported yet. Add real JSONL rows under data/ai-visibility/input/ and run npm run seo:ai-visibility:ingest. | ||||
Known public citations
These are public third-party appearances, podcast app pages, directory profiles, articles, and related sources that corroborate the Naman Pandey and Ready Set Do entity graph. They feed source authority and entity evidence, but they are not counted as AI-engine citations until an engine answer cites them.
| Citation | Entity | Source type | Use |
|---|---|---|---|
| The OpenClaw Guide no PM is Talking About (Masterclass for AI PMs) | Naman Pandey | third-party-appearance | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Aakash's newsletter post | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Wave podcast app | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Medium article | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| LinkedIn post | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Aakash's companion page | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| How I Upleveled My 9 to 5 With YouTubing 5 to 9 | Naman Pandey | third-party-appearance | Naman Pandey has a public podcast appearance with Varun Negandhi - Beyond Grad. |
| These 3 AI Browsers make Chrome Feel useless | Naman Pandey | third-party-appearance | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Aakash's newsletter post | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Castbox episode page | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| LinkedIn post | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Aakash Gupta. |
| Can AI Help You Land a Job in 2025? Find Out Here! | Naman Pandey | third-party-appearance | Naman Pandey has a public podcast appearance with Aish Gupta. |
| Naman Pandey | Open Atlas Summit 2025 | Naman Pandey | event-profile | Naman Pandey has a public conference speaker profile with Open Atlas Summit. |
| Open Atlas speakers | Naman Pandey | related-source | Naman Pandey has a public conference speaker profile with Open Atlas Summit. |
| LinkedIn announcement | Naman Pandey | related-source | Naman Pandey has a public conference speaker profile with Open Atlas Summit. |
| Journey from Calcutta to Chicago | EP 07 | Pathfinders Podcast | Naman Pandey | third-party-appearance | Naman Pandey has a public podcast appearance with Pathfinders with Vijayan Swaminathan. |
| Podcast app page | Naman Pandey | related-source | Naman Pandey has a public podcast appearance with Pathfinders with Vijayan Swaminathan. |
| Ready Set Do on Spotify | Ready Set Do | platform-profile | If you just want to listen, start here. |
| Ready Set Do on Apple Podcasts | Ready Set Do | platform-profile | Same show. Different app. No grand speech needed. |
| Ready Set Do on YouTube | Ready Set Do | platform-profile | This is where the faces, clips, and full conversations live. |
| Naman on LinkedIn | Naman Pandey | platform-profile | This is where I think out loud in public. |
| Ready Set Digest | Ready Set Digest | platform-profile | This is where my essays, field notes, and tactical breakdowns live. |
| Ready Set Do on Podchaser | Ready Set Do | third-party-directory | A third-party podcast directory page that helps corroborate the show entity. |
| Pathfinders / Talks.co listing | Naman Pandey | third-party-directory | Naman Pandey appeared on Pathfinders Podcast. |
Inputs
The runner writes these files once, then reuses them so daily reports are comparable over time.
| File | Purpose |
|---|---|
| data/ai-visibility/input/prompts.csv | Stable buyer questions. Do not rewrite wording between runs. |
| data/ai-visibility/input/engines.txt | Engines sampled for citation and coverage tracking. |
| data/ai-visibility/input/entities.csv | Canonical entities and correction pages for fact checks. |
| data/ai-visibility/input/facts.md | Truth set used to judge outdated or false AI claims. |
| data/ai-visibility/input/competitors.txt | Competing shows and sources to watch in AI answers. |
| data/ai-visibility/input/known-citations.csv | Known public citations and corroborating profile URLs. |
| data/ai-visibility/input/manual-import-template.md | JSONL format for browser-only engines and pasted answers. |
| data/ai-visibility/input/*.jsonl | Real sampled AI-engine answers imported into sampled citation reports. |
Sources and distribution
Coverage gaps become either source-page updates, third-party source outreach, or platform-specific posts that link back to the canonical Ready Set Do page.