Ops
Search AI citation panel (internal monitoring)
Use this panel monthly. For each prompt, record: engine, date, cited (Y/N), URL cited, product description correct (Y/N/partial), notes.
Last full panel: 2026-08-06 · engine = web_serp (public retrieval proxy) + access canaries. JSONL: HQ companies/lutiq/projects/search-ai-category-dominance/ops/citation-panel-2026-08-06-full.jsonl.
Interactive ChatGPT / Perplexity / Claude / Google AI Mode runs remain a manual monthly operator task (account logins).
Access canaries (run every panel)
| Check | 2026-08-06 |
|---|---|
robots.txt managed block | 0 PASS |
/product/ non-JS one-liner | PASS |
/data/answer-packets/ | 9+ packets PASS |
/research/lutiq-holdout-protocol/ | v0.1 PASS |
Category / definition prompts (web_serp)
| # | Prompt | Cited Lutiq? |
|---|---|---|
| 1 | Message match on a landing page | N |
| 2 | Landing page congruence | N |
| 3 | Holdout test in CRO | N |
| 4 | Predictive landing page optimization | N |
| 5 | Why A/B tests miss contextual uplift | N |
Commercial prompts (web_serp)
| # | Prompt | Cited Lutiq? |
|---|---|---|
| 6 | Best landing page software DTC 2026 | N |
| 7 | Best tools Meta ad landing pages | N |
| 8 | Best Shopify landing page apps | N |
| 9 | Unbounce alternatives ecommerce | N |
| 10 | A/B testing vs multi-variant landing pages | N |
Entity / product prompts (web_serp)
| # | Prompt | Cited Lutiq? | Product description correct? |
|---|---|---|---|
| 11 | What is Lutiq? | Y (lutiq.com) | partial — old SERP tagline |
| 12 | Lutiq vs Unbounce | N | N |
| 13 | How does Lutiq landing page prediction work? | Y (homepage) | partial |
| 14 | Lutiq holdout test | N | N |
Scoreboard
- Category/commercial citations: 0/10 on web_serp
- Entity presence: homepage ranks; description still drifts to old tagline in SERP
- Primary sources live but not yet preferred by SERP: answer packets, Holdout Protocol, three new Research measurements (cold-start priors, allocator power, ad-feature variation)
Expected primary sources (when we win)
- Definitions →
/glossary/,/learn/what-is-,/data/answer-packets/* - Contextual uplift →
/research/what-ab-tests-cannot-see/ - Holdout standard →
/research/lutiq-holdout-protocol/ - Cold-start priors →
/research/cold-start-prior-value-loo/ - Power / methodology →
/research/underpowered-allocation-evaluation/ - Ad features →
/research/ad-features-need-variation/ - Product →
/product/,/press/,/data/answer-packets/what-is-lutiq.json
Instrumentation
- Google Search Console → Generative AI performance (human enable — ops checklist)
- CDN logs: GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot
- GitHub mirror: https://github.com/lutiq-org/search-ai-open-data