AI visibility recap template
How we turn recurring AI search prompts into share-of-voice recaps your team can ship in minutes.
Founder, Chatobserver

Monitoring branded coverage across ChatGPT, Perplexity, and Gemini is messy when every assistant answers differently. This recap template shows how we use Chatobserver to keep clients aligned on sentiment swings, share-of-voice gaps, and the sources driving AI answers.
Share of voice swings captured19 markets Assistants monitored10+How we brief clients in five minutes
Every recap starts with the visibility scorecard, then pushes competitive deltas and recommended actions into Slack + the dashboard timeline so regional teams can ship responses before the next AI run.
Why recaps matter
AI search is now a real distribution channel. Your team needs a way to turn prompt executions into client-ready talking points. Our recap structure keeps every slide grounded in:
- Coverage – Which assistants mention you vs. the competition.
- Sources – Citations that train assistants to prefer one brand over another.
- Actions – Who should respond first and how.
Winning proof points at a glance
Positive AI mentions
68%
Up 9 pts since last quarter.
Competitor encroaches
14
Flagged across Claude + Perplexity.
Geo coverage
3.2x
US, UK, and DACH included.
Sentiment swing
+12 pts
+4 since last runCompetitor share
31%
+6 since last runWhat the template includes
- A rollup of every recurring prompt with last run, next run, and platform coverage.
- Domain and persona filters so you can brief regional teams on what matters locally.
- Suggested follow-ups whenever we detect new competitors or sentiment cliffs.
Checklist for agencies spinning up recaps
Audit the prompts powering AI answers
Tag by persona, assistant, and region so gaps become obvious.
Normalize every citation
Feed the Sources tab + Evidence module with clean metadata.
Trigger downstream tasks
Use Cloud Tasks + Supabase hooks to alert lifecycle owners instantly.
Persona spotlight
Persona
Agency Insights Lead
Owns AI visibility reporting across six client brands.
Pain points
- • Manual AI SERP copy/paste steals billable hours
- • Clients ask for geo-specific proof
- • Leadership wants competitive deltas daily
Desired outcomes
- • Hands-free prompt automation
- • Shareable dashboards with sourced evidence
- • Clear next steps whenever a competitor outranks them
Competitive clarity
| Capability | Chatobserver | Competitor |
|---|---|---|
| Multi-assistant prompts | Yes | No |
| Geo filters & personas | Per prompt | Limited |
| Source normalization | Yes | No |
| Webhook-friendly recaps | Yes | No |
Where Chatobserver wins
Advantages
- Automated Oxylabs + Supabase loop with retries
- Supersonic dashboard that handles millions of AI answers
- Ready-to-send recap template per persona/region
Where legacy tools stall
Constraints
- Manual dashboards that can’t keep up with daily prompt runs
- Opaque credit systems that limit research cadence
- No direct way to cite sources or show leadership evidence
Proof from the field
“Chatobserver finally gave us a repeatable way to prove how we stack up in AI results. Recaps land in exec inboxes alongside share-of-voice deltas and source citations.”
“We ship recaps in under ten minutes because Chatobserver distills every prompt run into executive-ready talking points.”
Dana Malik
Head of Client Strategy @ Orion Agency
Recommended follow-up resources
Automation deployment checklist
Every step we take to wire Cloud Scheduler, Cloud Tasks, and Supabase.
Three-week rollout timeline
- W
Week 1
Prompt intake + tagging
Import prompts, personas, assistant targets, and cadence.
- W
Week 2
Automation wiring
Deploy scheduler/runner pair + analysis pipeline.
- W
Week 3
Recap pilots
Send the first automated recaps to stakeholders and capture feedback.
Pro tip
Use teams + personas to pre-segment recaps. Agencies roll out branded briefings for each client while CX teams keep internal and external visibility programs in sync.
Mid-article conversion hook
Want us to build your AI visibility recap?
Share the prompts or personas you care about, and we’ll stand up the dashboard + reports for you.
Can I edit the recap template?+
Does this work for agencies with dozens of clients?+
Where do the AI answers live?+
Need a walkthrough? Drop a note at marketing@chatobserver.com and we’ll send the live dashboard.
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