AI content marketing / AI content writer
an AI content writer that reads your data, then grades every piece.
Raw LLMs produce generic SEO content because they have no context. Cogny is an AI content writer connected to your GA4, Search Console, Google Ads and brand data, so every piece is built to rank, convert and get cited by AI search engines.
No 30-minute prompt sessions. No made-up facts about your own traffic. And every published piece gets measured.
why raw LLM content fails
the problem isn't the model. it's the process.
Without context, every LLM produces the same output. The prep work (briefing, research, competitor pulls) takes 30 to 60 minutes per piece by hand.
- 01
Raw LLM has no context
ChatGPT and Claude don't know your GA4 funnel, your Search Console positions or your brand. They guess at relevance. - 02
30–60 min prep, or you get filler
SEO practitioners say it plainly: the problem is the process, not the model. Context prep alone takes an hour per piece. - 03
No feedback loop
Content generated without performance data can't get better. You have no signal on what ranks and what dies. - 04
Invisible to AI search engines
Generic content without entities and authority signals gets skipped by ChatGPT, Gemini and Perplexity citations.
how the AI SEO writing tool works
a language model with your stack wired in.
- 01
reads the whole stack first.
GA4, Search Console, Google Ads, your CMS, Shopify or your CRM: 72 integrations Cogny can read before it writes a word. - 02
from a query gap to a live page.
One brief from the data, one draft, your approval, published to WordPress, Webflow or your CMS. Then measured seven days later. - 03
write from your own ai.
Claude, ChatGPT, Cursor or the Cogny app. Cogny keeps the ledger of what shipped and what it did.
harness vs. raw LLM
| Capability | Raw LLM | Cogny |
|---|---|---|
| Reads your GA4 funnel data | No | Yes |
| Pulls live Search Console rankings | No | Yes |
| Uses your Google Ads keyword data | No | Yes |
| Knows your brand voice & competitors | No | Yes |
| Connects to Stripe / CRM signals | No | Yes |
| Measures content against real performance | No | Yes |
| Generates text from general training | Yes | Yes |
Deeper read: Harness vs. raw Claude, the full breakdown
what cogny reads before writing
- 01
Live marketing data layer
GA4 sessions, conversions and funnel drop-offs; Search Console queries, CTR and position changes; Google Ads Quality Score and keyword costs. - 02
Brand & competitive context
Industry positioning and company information, competitor messaging, your strategy docs and brand voice. Built from your website at signup, editable. - 03
Performance feedback loop
Which articles drove conversions, not just traffic; topics that rank and topics that stall; engagement over time.
an AI SEO writing tool for paid and organic
| Generic content | Cogny content | |
|---|---|---|
| Copy | Unrelated to your ad keywords | Aligned to your exact ad group keywords |
| Landing page relevance | Low | High |
| CPC | Inflated: you pay a relevance tax | Lower when Quality Score rises |
| Budget | Spread thin on poor-fit traffic | Same budget, more qualified conversions |
what you can create
SEO blog posts
Keyword-targeted articles built from Search Console gap analysis and GA4 conversion paths, not keyword stuffing.Landing page copy
Ad-aligned copy that maps to your Google Ads groups, for Quality Score and CPC.Pillar page content
Topic hubs that cluster supporting pages and build the topical authority AI search engines reward.Product & category pages
Copy informed by Shopify or CRM data on what your best customers actually searched.
content is the wedge. the harness runs everything.
the record.
works with.
questions.
How is Cogny's AI content writer different from just using ChatGPT?
ChatGPT writes from general training data. Cogny writes from your data: GA4 analytics, Search Console rankings, Google Ads keyword performance and company context. Without that context every LLM produces generic output; Cogny does the preparation automatically, so the output is grounded in what works for your business.
What marketing data does Cogny actually read before writing?
Whatever you have connected: GA4 sessions and conversion paths, Search Console queries and positions, Google Ads Quality Scores and keyword costs, Shopify or WooCommerce orders, and CRM data. It also uses your workspace context: industry, company information, competitors and strategy documents.
How does AI SEO content from Cogny affect my Google Ads Quality Score?
Quality Score depends partly on landing page relevance: how well the page matches the keywords you bid on. Cogny reads your active ad groups and writes landing page copy that mirrors their keyword themes. A higher Quality Score lowers your CPC. Cogny measures the result in your account rather than promising a number.
Can Cogny write content that gets cited by ChatGPT, Gemini and Perplexity?
Generative Engine Optimization (GEO) is about content AI systems trust enough to cite. Cogny writes with entity-rich language, sourced claims and clear facts, and its built-in AI Visibility check tracks whether AI assistants mention you over time, so you can see progress.
Is this only for SEO, or can Cogny write ad copy too?
Content writing is one capability. The same agent also writes and changes Google Ads and Meta Ads, reads your analytics and CRM, and measures every change. You don't need a separate writing tool, ads tool and analytics tool.
write from your data. keep the verdicts.
claude mcp add --transport http cogny https://app.cogny.com/mcpFree $0, no card · Solo $9 · Cogny AI $18, 150 credits · Cogny Pro $90, 1,500 credits · Cloud $499, 5,000 credits, for teams. Compare plans