CitedLogic
Evidence snapshot - Apr 17 - Jun 5, 2026

Real-device evidence now. Systematic market Index next.

The current library shows how ChatGPT, Gemini, and Perplexity answer commercial local prompts across captured client markets. The public AI Local Visibility Index will publish after structured market-study sidecars land.

6,946
Rank-tracking observations
270
Local businesses tracked
1,451
Commercial local prompts
3
AI engines, side by side
Evidence Snapshot

6,946 real-device rank-tracking observations across ChatGPT, Gemini, and Perplexity.

Engine Disagreement

2,892 multi-engine groups in the June 12 audit; 71.1% had different visibility status across engines.

Case-Study Register

292 pixel-rank verified movements, 127 verified #1 outcomes, 14 days median movement window.

Index Program

25 frozen metro points are ready. The public market Index publishes after structured sidecar data lands.

Boundary note: this page uses rank-tracking evidence and verified movement records. It is not yet the completed systematic metro x vertical x prompt market Index.

Evidence library dashboard
6,946
real-device observations
270
businesses measured
1,451
keyword / prompt targets
2,328
multi-engine groups
ChatGPT2,295 captures · 12.5% #1
Gemini2,346 captures · 26.6% #1
Perplexity2,305 captures · 23.8% #1
Gained / newly won
2,223
Climbed
1,081
Steady
920
Initial reads
1,819
One engine is not a strategy
90.7%

same-query groups where engines disagreed on the #1 across 2,328 same-query comparisons. Rank-tracking evidence library, not the completed systematic metro Index.

Evidence preview
ChatGPT · #4 of 25Open
ChatGPT · #4 of 25
ChatGPT · #4 of 25
Evidence preview
Gemini · #12 of 25Open
Gemini · #12 of 25
Gemini · #12 of 25
Evidence preview
Perplexity · #4 of 4Open
Perplexity · #4 of 4
Perplexity · #4 of 4
Engine disagreement

One engine is not an AI strategy.

In the current rank-tracking evidence library, side-by-side engine checks repeatedly disagree. The older public rollup shows a 90.7% #1 disagreement rate across 2,328 same-query comparisons; the June 12 bucket audit also found 71.1% different visibility status across 2,892 multi-engine groups.

90.7%

of the older public rollup's side-by-side comparisons produced a different #1 business depending on which AI you asked.

One business - one query - captured the same day on real devices - May 18, 2026
Evidence preview
ChatGPT - ranked #4 of 25Open
ChatGPT - ranked #4 of 25
ChatGPT - ranked #4 of 25
Evidence preview
Gemini - ranked #12 of 25Open
Gemini - ranked #12 of 25
Gemini - ranked #12 of 25
Evidence preview
Perplexity - ranked #4 of 4Open
Perplexity - ranked #4 of 4
Perplexity - ranked #4 of 4

Same practice, same question (“veneers dentist,” Los Angeles), same day. ChatGPT seats it at #4; Gemini buries it at #12; Perplexity puts it last of four. Only a screenshot proves which customers you are losing.

Why engine choice matters

Gemini gives out #1 the most.

Share of rank-tracking observations where the engine named a single business as the top recommendation. The engine your customers use changes your odds dramatically.

Gemini26.6%
Perplexity23.8%
ChatGPT12.5%
Movement

Rank in AI answers moves.

Across the businesses our capture network measures, 225 climbs into the top-2 passed the pixel-verification gate - each documented by before/after captures from the same device asking the same query (Jun 10, 2026 snapshot).

Gained / newly won
2,223
Climbed
1,081
Held steady
920
Before
#14
After
#1/15
Window
14d
Open full after capture
TNT Design & Build - Gemini before capture for "remodeling companies", ranked #14before#14Apr 28, 2026Open full
TNT Design & Build - Gemini after capture for "remodeling companies", ranked #1after#1 of 15May 12, 2026Open full
#14 to #1 in 14 daysGemini

TNT Design & Build - Rancho Santa Fe, CA - “remodeling companies

Before
#25
After
#2/4
Window
14d
Open full after capture
BizWell Benefits - ChatGPT before capture for "self-employed health insurance", ranked #25before#25Apr 28, 2026Open full
BizWell Benefits - ChatGPT after capture for "self-employed health insurance", ranked #2after#2 of 4May 12, 2026Open full
#25 to #2 in 14 daysChatGPT

BizWell Benefits - Texas - “self-employed health insurance

Index program

The systematic market Index is next.

Screenshots are evidence. Structured sidecars are the dataset. The public Index publishes when both the receipt and the parsed answer record are present.

25 frozen metro points
ChatGPT, Gemini, Perplexity
Google Maps comparison anchor
Parsed businesses named, citations, and accuracy flags

We already have the metro anchors staged. The public Index will wait for index/date captures and parsed sidecars with businesses named, citations, accuracy flags, and map-pack comparisons.

Apply this evidence to your market

Want the proof layer for your market?

The paid baseline turns the evidence method into your competitor map, category map, reputation ledger, and priority-weighted execution plan. We capture the current answer, identify why AI names competitors, and re-measure the same market prompts in 14-30 days.