How long it takes to check and fix one page by hand
AI answers are non-deterministic. In SparkToro's January 2026 study (12 prompts, 2,961 total runs by 600 volunteers across ChatGPT, Claude and Google AI), repeated runs of the same prompt returned an identical brand list in under 1% of cases. Measuring a page's AI visibility therefore requires repeated runs of a prompt set. At 40 prompts × 3 platforms × 3 runs, one measurement round is 360 prompt-runs; at ~45 seconds per run (open, paste, wait, read, log), execution alone is ≈4.5 hours, and the full round totals 13–19 hours.
| Step | By hand | One-click tester |
|---|---|---|
| 1. Decide which buyer questions the page competes for | 1–3 h | One Metricus Forager run — ≈3 minutes. Proposes buyer questions, tests the page against them, returns per-question verdicts and rewritten copy. |
| 2. Run the prompt set across platforms | 360 prompt-runs ≈ 4.5 h | |
| 3. Log each answer: cited, mentioned, position, which competitor won | 1–2 h | |
| 4. Diagnose the questions the page lost | 1–3 h | |
| 5. Write the replacement copy | 2–4 h | |
| 6. Ship it | 0.5 h | 0.5 h |
| 7. Wait for AI answers to reflect the edit | 3–14 days | 3–14 days |
| 8. Re-run the prompt set to see if it moved | ≈ 4.5 h | another run |
| Human time, one page, one round | 13–19 hours | ≈1 hour of review and shipping |
Reference figures: consultants price a manual audit of 50 prompts across 5 models at 1–2 days; an internal audit of a 50–200 page site is estimated at 30–60 hours. At the 60–100 runs per query used in the SparkToro study, the same 40-prompt, 3-platform set is 7,200–12,000 runs, ≈90–150 hours of execution time per round.
Step 7 is independent of tooling. In Semrush's December 2025 citation-speed test (81 new pages), ChatGPT Search cited 10% of pages within 24 hours and 42% by day 30; Google AI Mode cited 36% within 24 hours. Re-measuring before 3–14 days typically returns pre-edit answers.
What the alternatives cost in 2026
Tracker subscriptions start at $29/month; agency retainers start at ≈$1,500/month. Neither performs the per-page check-and-rewrite loop in the table above: trackers monitor a fixed prompt set on a schedule, agencies staff the manual hours, and one-click testers execute steps 1–5 as a single run.
| Route | What you get | Cost |
|---|---|---|
| Manual, in the chat interfaces | No tooling. Runs cannot be repeated identically; cost is time only. | $0 plus 13–19 h per page-round |
| Tracker subscription (Otterly, Peec, Profound and similar) | Fixed prompt set monitored on a schedule; reports mention/citation rates and share-of-voice trends. No page-level diagnosis or replacement copy. | Otterly $29–$189/mo · Peec €89–€505/mo · Profound entry ~$399–$499/mo, enterprise tiers tracked at $2,000–$5,000+/mo |
| Agency retainer | Staffed execution of the manual loop plus off-site work (digital PR, listings). Longest iteration cycle of the three categories. | $1,500–$3,000/mo entry · $3,000–$12,000/mo mid-market · one-time audits $5,000–$40,000 |
| One-click page testers (Frase Content Watchdog, Goodie AEO Writer, HeyAmos, Metricus Forager) | Steps 1–5 in a single run against one URL: buyer questions proposed, page tested against them, verdict and replacement copy returned. | Per run or per page; free entry points exist |
What's the fastest way to check and fix a page?
Before rewriting, verify the page states the facts buyer questions require — price, proof (reviews, case studies), and intended audience — as machine-readable text. A page that does not state a price cannot be returned as the answer to a price question.
Then test the copy. The manual procedure is the 13–19 hour table above. A one-click tester executes steps 1–5 in a single run; Metricus Forager runs the loop on one URL in ≈3 minutes, free.
Ship the selected copy. AI answers typically begin reflecting page edits in 3–14 days; 14–30 days is the evaluation window. Re-run the same prompt set at that point for a before/after comparison. Net human time per round: 13–19 hours manual versus ≈1 hour with a tester run.
Last updated: July 31, 2026