Audit — we find the gap: where AI recommends a competitor instead of you.
Optimization — we tilt the answers your way: you ship the plan, or we do.
Monitoring — we keep you winning: re-run on schedule, catch drift, act early.
Then Monitoring surfaces the next gap — and the loop repeats. Every answer you win back is a buyer who now finds you first.
Every metric comes from a fixed, rule-based system.
Every result is traceable to raw outputs.
No hype. No ranking guarantees. Just controlled measurement and execution.
Free — no credit card · Results in under 60 seconds
When someone asks ChatGPT or Gemini:
"Best [your category] tools"
"Alternatives to [competitor]"
"How do I choose a [category] platform?"
The engine generates an answer. That answer either:
Most companies never measure this. QueryArc does.
Fixed, versioned questions designed around real buyer intent. Prevents question drift.
AI responses vary between runs. Multi-run testing reveals stable patterns.
No human adjusts the numbers. All metrics come directly from the scored dataset.
Executive snapshot, model-level, and question-level breakdowns. Nothing hidden.
Six core metrics, each with a distinct signal. Being mentioned ≠ being recommended.
Complete traceability from summary metrics back to original model responses.
The report shows what happened. We explain why. This is where dashboards stop.
Exact pages to create, suggested titles, copy direction, and priority order.
Every audit stores its run configuration:
prompt_pack: v1
models: [ChatGPT, Claude, Gemini, Grok, Perplexity]
runs_per_prompt: 3
timestamp: 2025-01-15T09:30:00Z
Reruns use the same stored recipe for comparable measurement.
No ranking guarantees. Results can vary.
We measure and influence outcomes through better structure, clearer positioning, and stronger signals.
If a buyer asks:
"What's the best CRM for startups?"
And your product is not surfaced,
You are invisible in that decision moment.
This is a new layer of discoverability. Ignoring it means missing an emerging acquisition channel.
No. This measures how AI models generate recommendations and comparisons.
Yes. That's why we run multiple times and store the run recipe for comparable reruns.
Free — no credit card · Results in under 60 seconds
That's it. No hype. No guarantees. No manipulation.
Just structured measurement and execution.