This feature bridges the gap between GEO measurement and marketing execution. From a single platform, your team gets prioritised, AI-grounded recommendations across every major channel — with production-ready briefs you can deploy through your agency, an automated agent, or directly via Pencil.Documentation Index
Fetch the complete documentation index at: https://docs.shareofmodel.ai/llms.txt
Use this file to discover all available pages before exploring further.
Three capabilities, one flow
Multi-channel recommendations
Prioritised, AI-grounded actions across YouTube, Reddit, PR, PDP, Search, TikTok and Display.
Organic and paid in one flow
Organic content gaps to paid media briefs — every recommendation mapped to the right channel and audience.
Brief your agency or Pencil agent
Each recommendation is ready to action via your agency, an automated agent, or directly through Pencil.
How it works
Data-driven opportunity identification
Every month, for each Brand × Category × Country combination you track, the engine analyses your Share Of Model metrics to surface the gaps that matter most:
- Brand-mention gaps vs. competitors, by thematic and by LLM
- Domain and URL authority in AI citations
- Over- and under-performing channels by market
- Visibility-score trends over time
The engine is analytical and deterministic — recommendations are produced by rules grounded in your real performance data. The same gap always generates the same category of recommendation. Reproducible, auditable, not subject to hallucinations.
Prioritised recommendations, by channel
Identified opportunities are translated into concrete, scored actions — organised by channel, mapped to the right audience, and covering organic and paid in a single view.
Each recommendation includes a detail side panel with:
| Channel | What gets optimised |
|---|---|
| On-site / PDP | On-site content structure, H1 tags and product pages optimised for AI crawlers and generative responses. |
| YouTube | Videos structured to earn citations from AI engines across your key categories. |
| Reference discussions seeded in communities already cited by LLMs. | |
| PR | Editorial coverage engineered for high LLM citation potential. |
| TikTok | Short-form content aligned with AI-visible brand signals and audience targeting. |
| Display | Programmatic creatives mapped to GEO-identified gaps (DV360, PMax). |
| ChatGPT / Rufus Ads | Emerging AI advertising surfaces activated on validated brand themes. |
- Analytical reasoning — which gap, which metric, which competitor.
- Priority score — Effort / Impact / Criticality.
- Assigned team (Content, SEO, Paid Media, PR…) and target market.
Brief your agency or deploy via Pencil agent
Once a recommendation is validated, a production-ready brief is generated automatically. No reformulation, no extra scoping meeting — just hand it over.
| Section | Content |
|---|---|
| Action | Precise description of the task to complete. |
| Reasoning | Why this action, why now — backed by your Share Of Model data. |
| Thematic briefing | Strategic context of the category and GEO convictions. |
| Team & timeline | Who does what, with what level of urgency. |
| Production guidelines | Format, angle, keywords, configuration — ready to execute. |
Built for every marketing team
Content & SEO
Data-backed briefs with the exact angle, format and rationale. No more vague specs or guesswork.
Paid media
Activate emerging AI ad surfaces (ChatGPT Ads, Rufus) with messages aligned to what LLMs associate with your brand.
PR & influence
Know which YouTube creators and Reddit communities AI already cites — and where to build authority.
CSMs & strategists
A fresh monthly action plan, structured by priority, to guide decisions across brands, categories and markets.
FAQ
How often are recommendations refreshed?
How often are recommendations refreshed?
Monthly — for every Brand × Category × Country combination you track. Priorities evolve in line with your latest data and competitor movements.
Can I customise or reject a recommendation?
Can I customise or reject a recommendation?
Yes. You can validate, reject or hold any recommendation before triggering brief generation.
Are briefs exportable?
Are briefs exportable?
Yes. Each brief can be exported, shared with your agency, or pushed directly to Pencil for automated execution.
Which channels are available at launch?
Which channels are available at launch?
Search / PDP, YouTube, Reddit, PR, Display (DV360, PMax), ChatGPT Ads, and Rufus Ads.