LogNorm vs Frase: two SEO and GEO platforms, two approaches

The difference is the unit of work: Frase organises everything around content, and LogNorm organises everything around a ranked list of moves. Frase calls itself "the content operating system for AI search" and says it "runs SEO and AI search end to end: audit, research, writing, publishing, hosting". It even hosts pages on FraseCMS.

LogNorm turns audits, Search Console, keywords, competitors and AI answers into moves. A move can be an article, but it can also be a redirect fix, a refresh, a comparison page or an outreach target. Moves are ranked against each other into a weekly Growth Plan, and shipped moves are measured at 28 and 90 days.

Both cover SEO and AI readiness; LogNorm adds fix validation and agent readiness, and Frase adds content decay watching. Frase's Site Audit covers meta and canonical tags, headings, broken links, structured data, thin pages, decay, AI readiness, cannibalisation and orphan pages. Starter includes 50 audit pages a month, Professional 250 and Scale 1,000.

LogNorm's site audit crawls up to 1,000, 3,000 or 10,000 pages per crawl by plan and runs 29 rules. The GEO audit reads robots.txt for each AI crawler, tests whether your CDN blocks them, and checks llms.txt, entity clarity, answerability and agent standards such as MCP server cards. Each issue lists every affected URL; your agent fixes the cause in your repo, and Validate fix re-fetches the pages on the live site.

Frase's Content Guard is a strong idea: it watches rank and traffic decay, proposes a fix and republishes on approval. LogNorm covers decay differently, turning pages that lose 30% of their clicks month over month into refresh moves.

Frase offers more prompts and countries per dollar, and LogNorm goes further from data to action. Frase's plans include 50, 200 or 500 AI visibility prompts, daily tracking, per-prompt country targeting in more than 40 countries, cited-URL positions and sentiment. Engines grow by plan: ChatGPT and Google AI on Starter, Perplexity on Professional, Claude and Gemini on Scale. Frase states that "AI Visibility does not auto-fix."

LogNorm tracks ChatGPT, Gemini and Google AI Overviews in the real products from your market's country. It labels each answer's stance on you and every competitor, finds cited third-party pages that name competitors and not you, and turns ranked learnings into moves. After you ship, the Impact tab compares answers before and after. See AI visibility.

Both write in your brand voice from research; LogNorm also checks each claim against your own facts. Frase's agent drafts from SEO research that ends in a brief, with SEO and GEO scores, brand voice profiles, internal links and AI diagrams on Professional and above.

LogNorm's Content Studio briefs from the live search results, the top-ranking pages and your Company Brain. The scorecard reads every section, and each claim with a figure or product statement is marked supported, contradicted or not mentioned, with the evidence beside it. Drafts go to review, and people approve before anything goes live.

Both let Claude, Codex or Cursor drive the product, and the billing model differs. Frase runs "where you already work" through its MCP server and CLI on every plan, with 5,000, 20,000 or 50,000 API, MCP and CLI requests a month. An autonomy setting lets the agent auto-publish if you allow it.

On LogNorm the agent joins as a named teammate and works the ranked plan: it claims a move so two agents never collide, fixes code in your repo, writes and illustrates posts, and comments every step. Its thinking and writing run on your own Claude or Codex plan, so they cost no LogNorm credits and need no AI key. People always publish. The agents docs explain the permissions.

LogNorm ranks all your work in one list, while Frase spreads its suggestions across features. In Frase, audit findings, Content Guard proposals, topic clusters and the content calendar each give you a view of what could be done next.

LogNorm compares open moves in pairs, asks each question both ways round so the order of the options can't sway the answer, and fits every answer into one ranking. Each move shows the moves it is ahead of and behind, with how sure LogNorm was. Rank higher, Rank lower and dragging moves in the week planner become rules for every later ranking. You set a weekly target and accept the top moves, or drag in your own.

For a founder with five hours a week, that single list is the main thing LogNorm adds. The moves and ranking docs show how it works.

Frase is cheaper to start; LogNorm includes more seats and a Free plan. Monthly prices as published on 2 Oct 2026; both discount annual billing.

Frase counts articles; LogNorm counts credits for what it runs, and your agent's writing is free of credits. If you write mainly through Claude Code, that difference matters. See credits and billing.

Frase is the better choice for content-led teams that want many prompts and countries for less.

• Your growth plan is mostly articles, and you want them researched, written and refreshed in one place.
• You need AI visibility in many countries, or Perplexity and Claude tracked.
• You want hosting too, through FraseCMS.
• You publish to Wix, which LogNorm doesn't support.

LogNorm is the better choice when content competes with technical fixes, AI visibility and competitor moves for the same hours.

• You want every kind of growth work ranked in one list, with the reasoning shown.
• You need claims checked against your own product facts before review.
• You publish to Ghost, Contentful, Strapi, HubSpot CMS, Shopify, Storyblok, Notion or GitHub.
• You want keyword research and rank tracking built in, and outcomes measured at 28 and 90 days.