Semantic SEO & topical authority platform
We build topical authority software.Topical OS is for teams that treat SEO as semantic structure and generative visibility as one roadmap : not two disconnected checklists.
Business focus
Semantic SEO + GEO
One product loop for search and AI answers
Product model
7 AI agents
Crawl → analyze → plan → ship recommendations
Stage
Public beta
Shipping fast with early adopters on real sites
Mission
Make semantic structure actionable
Turn crawl and entity signals into topical maps, prioritized gaps, and publication-ready guidance : so your site reads as one coherent expert to Google and to generative engines, as laid out in our long-form semantic SEO guide parallel to Topical OS analyses.
Vision
The default OS for topical SEO programs
A place where serious teams plan entities, internal links, and GEO together : with agents that respect methodology instead of replacing it with a single magic button.
Who we build for
Teams that own outcomes, not just tickets
- In-house SEO and content leads who own technical + editorial quality
- Agencies running audits and roadmaps for demanding clients
- Founders and growth teams who need Google and generative engines to cite them consistently
How we work
Principles that guide product decisions, support, and what we publish in the open.
Depth over hype
We ship against patents-grade semantics and real crawl data : not a thin wrapper around a single generic prompt.
Builders in the open
Public roadmap, clear beta boundaries, and content that teaches the methodology : not a black box.
Your site, your leverage
We care about topical maps, entity bridges, and internal links you can implement : not vanity scores alone.
Responsible AI use
Agents assist your strategy; you stay in control of what gets published and how far autonomy goes.
What sets us apart
Not another generic “AI writer” : a coordinated system for topical and entity-led SEO.
Entity-first workflows
Topical maps and gaps grounded in how modern retrieval reasons about entities and relationships : not only keyword lists.
Six coordinated agents
Crawl, analysis, planning, and production split into specialized steps you can run end-to-end or review step by step.
GEO in the same loop
Semantic structure and AI-citation readiness treated as one problem: authority that humans and models recognize.
Why semantic SEO in 2026?
Topical OS is the semantic SEO platform built for how search works in 2026. The digital search landscape has undergone a fundamental decoupling from traditional lexical retrieval models, rendering legacy search engine optimization practices virtually obsolete. Search engine optimization is no longer predicated on isolated keyword targeting or keyword density optimization. The profound integration of Large Language Models into primary search interfaces—exemplified by Google’s Search Generative Experience, Google AI Overviews, Gemini’s AI Mode, and autonomous answer engines such as Perplexity and ChatGPT—has mandated an industry-wide transition toward semantic architecture, entity-based SEO, and AI content generation. Modern search algorithms do not merely index and match strings of text; they construct complex, multidimensional knowledge graphs to evaluate specific entities, their attributes, and the relational topology between them to accurately fulfill user intent.
Leadership
Founder
Ludovic Rrd
Building Topical OS and semantic SEO tooling for teams that care about entities, topical maps, and GEO : with the same rigor we bring to research and teaching in the field.
@ludovicrrd on Instagram →What we focus on
The three lenses every release is judged against.
Semantic SEO first
We help you align entities, context, and internal links so search engines and AI systems understand what your site is about : not just which keywords you repeat.
GEO as a product lens
Generative engines cite sources that look authoritative and structurally clear. Topical OS is built to improve that visibility across ChatGPT, Perplexity, Claude, and AI Overviews.
Agents, not black boxes
Six AI agents crawl, analyze, plan, and produce recommendations you can act on : with workflows that fit both fully autonomous and human-in-the-loop use.
Learn with us
The same frameworks behind the product : in long-form guides and on the blog.
Topical OS Product roadmap
Where we are and what ships next
Open →Semantic SEO Fundamentals
Methodology and playbooks
Open →Semantic SEO Case studies
Stories from real programs
Open →Read semantic seo fundamentals on the blog resources.
Semantic SEO & GEO roadmap
Shipped milestones, current beta focus, and what we plan next : one transparent view for teams evaluating Topical OS.
Stage
Public beta
Fast iteration, real-site feedback
Focus
Semantic SEO + GEO
Agents, topical maps, audits
Cadence
Continuous delivery
Small releases, visible progress
North star
Help every serious SEO team see topical and entity structure the way modern retrieval systems do : then act on it with agents instead of scattered spreadsheets. The roadmap below is how we get there without hiding behind vague “AI-powered” claims.
Foundation
Core product loop: account, credits, crawl and audit storage, and the six-agent semantic SEO pipeline you can run today.
- Authenticated app with dashboard workflows
- Crawl and audit data modelled for real sites
- Credits and billing hooks (Stripe) for upgrades
- Semantic + GEO positioning in the product and content
Public beta
We are hardening reliability, tightening the audit experience, and learning from everyone who runs real pipelines on production sites.
- Performance and edge-case fixes from live usage
- Clearer reporting and agent hand-offs in the UI
- Instrumentation and quality gates before wider launch
- Direct feedback loop with early adopters
Depth & integrations
Make Topical OS stickier for teams that live in Search Console, docs, and ticketing tools every day.
- Richer GSC and evolution views where the product already stores history
- Export and sharing flows for audits and topical maps
- More first-class GEO visibility signals in the workflow
Scale & platform
Longer-term bets for power users and organizations that want programmatic access and governance.
- APIs and automation for recurring audits
- Team roles, workspaces, and collaboration
- Enterprise-ready security and procurement paths
Why join during beta
Early adopters get a front-row seat as we connect semantic structure, audits, and GEO-style visibility in one product loop.
Shape the roadmap
Your toughest sites and workflows inform what we build next : not a black-box vendor roadmap.
Early-adopter access
Run the full agent pipeline while we iterate fast; you get visibility into what is shipping and why.
Founding-user terms
Beta participants help validate the product; we aim to reward that with fair credits and clear communication.
How we ship
Small batches
We prefer frequent improvements you can feel in the app over rare mega-releases that are hard to digest.
Visible roadmap
This page is the public snapshot; priorities can shift when real customers surface a sharper problem.
Honest scope
“Planned” and “exploring” items are directions, not promises with fixed dates : we will tighten timelines as bets become commitments.
Beta FAQ
Does beta mean the product is unstable?
Beta means we still move quickly and may change UX and defaults. Core flows are meant for real audits; we surface a BETA label so expectations stay clear.
How do I give feedback?
Use the same channel you already use for your account or billing, or the contact options on our legal pages. In-product feedback entry points will expand over time.
Will pricing change after beta?
Pricing and packaging can evolve as the product matures. Early adopters who are actively on paid tiers should watch email and in-app notices for grandfathering or migration details.
Ready to run the pipeline?
Create an account, spend your trial credits on a real site, and tell us what almost worked : that is how early adopters move the roadmap.
Contact us about your Semantic SEO
Direct line to the team behind Topical OS.Send your message to our admin team. We usually reply by email quickly.
Trust & policies
Run your first pipeline
Open the dashboard, connect a real site, and see topical structure the way our agents model it.