Question 01
Which LLMs are tested?
Geoperf queries GPT-4o (OpenAI), Claude Sonnet 4.6 (Anthropic), Gemini 2.5 Pro (Google) and Perplexity Sonar Pro in parallel. The Free plan is limited to GPT-4o to control costs; Solo, Pro and Agency plans cover all 4 models. LLMs are accessed via OpenRouter for output and cost consistency.
Question 02
How many prompts per snapshot?
30 prompts in French, split in 3 categories: 10 direct sector search prompts, 10 use-case prompts, 10 competitive prompts. Templates are public (saas/prompts/brand_monitoring/ on GitHub) and personalized from your category + 2-3 competitors you provide.
Question 03
How long until the first results?
The first snapshot runs in ~30 seconds after brand creation. Claude Haiku recommendations arrive ~10 seconds later. Continuous monitoring starts immediately. Subsequent snapshots run on your plan's cadence (monthly for Free, weekly for Solo+).
Question 04
How does Geoperf detect mentions?
We parse LLM responses to detect (1) your brand's official name, (2) the name derived from the main domain, (3) numbered rankings to compute average rank, (4) competitors you've configured, (5) URLs cited as sources. Detection is case-insensitive with strict word-boundary (BNP Paribas is detected, BNP isn't confused with BNP Real Estate).
Question 05
What are actionable recommendations?
After each snapshot, Claude Haiku 4.5 analyzes your aggregated results (visibility score, top 8 competitors, top 10 authority sources) and proposes 3 to 5 prioritized actions. Categories: (a) authority_source — media/analysts to target with PR, (b) content_gap — topics to publish on, (c) competitor_threat — rising competitors, (d) positioning — editorial repositioning. Each reco comes with a priority (high/medium/low) and a 2-4 sentence body.
Question 06
How do alerts work?
On every new snapshot, we compare with the previous one and trigger alerts if: average rank changes by >2 positions (rank_drop/rank_gain), citation rate varies by >20 points (citation_loss/citation_gain), a competitor becomes visible (>30% of prompts) for the first time (competitor_overtake), 3+ new authority sources appear (new_source). Alerts go via email on Solo+ plans only.
Question 07
Multi-language?
v1 supported French only. Since S28, the site is bilingual FR + EN with a Header switch. Prompts generate results in the target market's language. For custom English prompts, contact us.