Remote Operation Professionals AI visibility case study
On October 25, 2026, Drivers Seat GO completed 40 eligible neutral runs across Perplexity, Claude, Gemini, and Grok. Remote Operation Professionals was named in 25 of 40 answers, or 62.5%. Excluding the four entity-lookup questions, generic discovery was 21 of 36, or 58.3%.
The exact paired panel moved from 13 of 40 mentions on October 18 to 25 of 40 on October 25, a 30.0 percentage-point observed change. Repeated checkpoints are required before attributing that movement to optimization.
ROP remained strongest on Perplexity and Gemini, while full drilling project management and Canadian market entry remained the weakest measured categories. Blocked or incomplete Google AI Mode, Copilot, and ChatGPT rows were excluded rather than scored as misses.
Capabilities
- Cross-platform benchmark: Perplexity, Claude, Gemini, and Grok completed the same frozen ten-question ROP panel in fresh neutral conversations.
- Exact paired measurement: The October 18 and October 25 comparison uses the same 40 prompt-provider pairs: 13 of 40 versus 25 of 40 named mentions.
- Evidence-preserving method: Exact prompts, rendered answers, exclusions, timestamps, normalized rows, and SHA-256 hashes were retained for audit and repetition.
Privacy and safety
The benchmark used public buyer questions and public web evidence. Personalized workspace answers and blocked or incomplete lanes were excluded rather than scored as misses.
AI answers vary by platform, model, location, personalization, retrieval state, and time. This case study reports observed evidence without guaranteeing future placement or claiming that website changes caused the movement.
Frequently asked questions
What was ROP's October 25 AI visibility score?
ROP was named in 25 of 40 eligible neutral runs, or 62.5%, across Perplexity, Claude, Gemini, and Grok. Excluding four entity-lookup questions, generic discovery was 21 of 36, or 58.3%.
Where was ROP strongest?
ROP was named in 9 of 10 Perplexity answers and 9 of 10 Gemini answers. By category, remote drilling, technology evaluation, combined capability, and entity accuracy were the strongest measured areas.
What still needs improvement?
Full drilling project management produced 3 mentions in 8 eligible answers, or 37.5%, and Canadian market entry produced 2 in 4, or 50.0%. Claude named ROP in 1 of 10 answers.
Does the paired gain prove optimization caused the improvement?
No. The exact paired panel moved from 13 of 40 to 25 of 40 mentions, but answer engines vary over time. Repeated comparable checkpoints are required before making a causal claim.