How It Works
How Aumata actually works.
A production content engine, not a ChatGPT wrapper. Seven systems working together every day: cluster mapping, strategic planning, multi-pass drafting, a four-layer safety stack, git-based publishing, daily rank plus AEO tracking, and an operator console that shows you all of it.
Planning model
Cluster-first, post March 2026 core update
Drafting model
Opus 4.6, multi-pass per format
Review model
Haiku 4.5, 7-dimension adversarial
Data source
DataForSEO primary, 3-tier fallback
Publishing
Git-based, auto-merge below risk 0.5
Tracking
SEO rank plus LLM Mentions, daily
The Machine
Seven systems. Running every day. All visible to you.
01
Topical Authority Mapping
Before we write a single paragraph, the platform maps every cluster where your domain could credibly win. It scores clusters as owned, adjacent, or gap so investment flows to the shortest path to ranked authority.
02
Cluster-First Strategic Planning
After Google's March 2026 core update, depth beats breadth. For each active cluster, the planner writes the mission, buyer-journey coverage, and a concrete publishing blueprint.
03
Daily Content Generation
Opus 4.6 drafts in multi-pass rounds, with a dedicated prompt per format: pillar, how-to, comparison matrix, AEO answer, case study, benchmark data, deep dive.
04
Four-Layer Safety Stack
Nothing ships because the model felt confident. Every piece has to clear four independent checks before it publishes.
05
Human-in-the-Loop Publishing
Every draft opens as a GitHub pull request. Auto-merge only runs when confidence clears the threshold and risk score is below 0.5. The strategist can revert any piece in one click.
06
Daily Rank + AEO Tracking
Every day the platform pulls SEO rank deltas for every tracked keyword and LLM Mentions data for share-of-voice across ChatGPT, Claude, and Perplexity.
07
Operator Admin Console
Full transparency in a single workspace. Every cluster, every keyword, every piece, every risk score, every merge decision, every operator override is visible and editable.
Why it matters
Most AI SEO tools produce volume. Aumata produces ranked, cited authority.
Wrapper tools skip the hard parts. They let Opus or Sonnet free-write, skip site health gates, skip research sourcing, skip structured safety review, and dump content straight to a CMS. The result reads fine, ranks for nothing, and pollutes your domain's topical authority at the exact moment Google is re-weighting for Information Gain.
Aumata was built the other way around. A strategist activates the clusters. The platform commits to an Information Gain per piece. Every draft clears four safety layers and opens as a PR. Every rank delta and LLM mention flows back into next month's plan. You see the machine. You can stop the machine. You can change the plan.
Outcomes
From live client deployments, verified via Ahrefs.
112%
organic traffic growth
B2B IT services client, 90 days
275%
top-3 keyword growth
B2B IT services client, 90 days
415%
traffic value increase
B2B IT services client, 90 days
4,260%
growth from near-zero
managed IT services client
Stats reflect outcomes from a multi-client production deployment. Named case studies available under NDA.
Want to see the machine running on your domain?
Thirty-minute call. We map your clusters live, show you the admin console, and walk through a real plan. No deck, no pitch stack.