Your competitors show up in ChatGPT. You don't.

Semantic SEO,
fully automated.
Finally.

Optimized for

6 AI agents crawl, map, audit, and ship publication-ready content — so you show up everywhere people search.

Start with 1,000 free credits — no credit card required
app.topicalos.com/dashboard/scoresLIVE
T
Topical OS
Dashboard
Crawler / Analyzer
Cost of Retrieval
Topical Map
Content Auditor
Content Network
Query Gaps
Task Executor
Content
Settings
Project
agence-seo.fr
Site URL
https://agence-seo-exemple.fr
Keyword
semantic seo
Lang
EN
Pages
47
 
Run All
Credits
847
SEO Scores
Aggregate scoring across the six-agent pipeline for a single site run.
B
73/100
Overall
+18%30d
SEO Score Dashboard— agence-seo-exemple.fr
73
Overall
B73/100
Average across 6 agents · 47 pages crawled
3 passed2 warnings1 critical
78
Semantic Readiness
Site Analyzer
85
Retrieval Cost
Cost of Retrieval
72
Topical Coverage
Topical Map
64
Audit Score
Semantic Auditor
81
Network Strength
Content Network
58
Query Coverage
Query Gaps
Scores update live as agents complete analysis
BETA

Trusted by early adopters — beta seats are limited

50Founding teams shipping with TopicalOS
500+Pages crawled daily
100sSEO / GEO patents applied

TopicalOS found gaps our $5k/mo agency missed in 3 years.

S
Sarah M.
Head of Content, SaaS startup

We went from 0 to 47 AI citations in 6 weeks. No other tool does this.

T
Thomas R.
SEO Lead, E-commerce

The topical map alone saved us 2 months of manual research.

L
Lisa K.
Freelance SEO Consultant
0
Autonomous Agents
0s
SEO / GEO Patents Applied
0+
Pages per Analysis
0m
Avg. Full Audit

SEO + GEO

Your Content, Everywhere People Search

Users search on Google, ask ChatGPT, query Perplexity, and talk to Claude. Our agents optimize your content for all of them simultaneously.

Google Search

SEO + AI Overviews

Topical authority mapping
Entity-based ranking
Search intent coverage

ChatGPT

Generative Engine Optimization

Citation optimization
Source authority signals
Structured data markup

Perplexity

Answer Engine Visibility

Information gain scoring
Contextual completeness
Source credibility signals

Claude

AI Assistant Discovery

Semantic triple coverage
Knowledge graph alignment
Content depth analysis

HOW TOPICAL OS WORKS

From URL to Publication-Ready in 3 Steps

No briefs. No agency retainers. No waiting. Enter your URL, choose your mode, and watch your search visibility compound.

Start free trial
1

Enter Your URL

Paste your site URL and target keyword. Select how many pages to analyze (1 to 10,000). Choose full autonomy or human-in-the-loop. That's it.

2
Analyzer
Topical
Auditor
Network
Gaps
Executor
PIPELINE RUNNING

Agents Get to Work

6 specialized agents crawl your site, build topical maps, audit semantic structure, find gaps, plan content networks, and produce assets. You approve or let them run.

3

Watch It Compound

Track entity coverage, topical authority, and AI citations in one dashboard. Agents continuously learn and improve, compounding your results every cycle.

AUDIT MY SITE FOR FREE
Start with 1,000 free credits — no credit card required at all

TWO EXECUTION MODES

Full Autonomy or Human-in-the-Loop

You decide how much control you want. Switch anytime.

Full Autonomy

Set it and forget it

Enter your URL, hit run. Agents crawl, analyze, build topical maps, audit content, find gaps, and produce publication-ready assets.

One-click full pipeline
Agents chain results automatically
Export-ready deliverables
Ideal for batch processing
CRAWL>MAP>AUDIT>GAPS>PLAN>PRODUCE
Pipeline complete — 247 pages in 14m 32s

Human-in-the-Loop

Review, adjust, approve

Run agents one at a time. Review each output before the next starts. Adjust parameters, refine topical maps, and validate at every step.

Step-by-step execution
Edit and refine between stages
Full control over every decision
Perfect for learning semantic SEO
Site AnalyzerApproved
Topical MapApproved
Semantic AuditAwaiting review
Query GapsQueued

AGENT PIPELINE

6 Specialized Agents. One Unified Pipeline.

Each agent masters a specific domain of the Semantic SEO framework. They chain results, learn from previous runs, and improve autonomously.

01

Site Analyzer

Knows your site better than you do

Deep-crawls up to 10,000 pages. Extracts structure, metadata, headings, internal links, and content patterns.

Entity Identity
The primary entity, intent signals, and predicate mapping extracted from the site.
Entity Identity— agence-seo-exemple.fr
Central Entity
Agence SEOOrganization
SEO agencySEO consultantDigital marketing agency
Source Context

A Paris-based SEO agency specializing in entity-based semantic optimization for SMBs and e-commerce brands targeting Google, ChatGPT, and AI Overviews.

Central Intent (n-gram)

agence seo référencement naturel

Dominant 4-gram across 47 pages

Key Predicates
delivers → audit SEOdo

Core service offering: technical and semantic audits

targets → PME & e-commercebuy

Primary audience: SMBs and online stores

uses → Knowledge Graphknow

Methodology based on entity SEO

ranks → top 3 localgo

Local search presence in 5 cities

+8 predicates · 3 competitor entities compared
SEO Scores
Aggregate scoring across the six-agent pipeline for a single site run.
SEO Score Dashboard— agence-seo-exemple.fr
73
Overall
B73/100
Average across 6 agents · 47 pages crawled
3 passed2 warnings1 critical
78
Semantic Readiness
Site Analyzer
85
Retrieval Cost
Cost of Retrieval
72
Topical Coverage
Topical Map
64
Audit Score
Semantic Auditor
81
Network Strength
Content Network
58
Query Coverage
Query Gaps
Scores update live as agents complete analysis
N-Grams
N-gram frequency analysis across the site corpus.
N-Grams(19 across 4 types)
#N-GramFrequencyCount
1entity based seo
32
2topical map builder
26
3semantic search optimization
22
4information gain score
19
5knowledge graph entity
17
6contextual vector analysis
14
+84 n-grams across all categories
02

Topical Map Architect

Maps every topic Google expects you to own

Generates entity-based topical maps with clusters, contextual bridges, and query-intent mappings.

Topical Map
Clustered topics and entity bridges that define topical authority.
Entity SEOTopicalAuthorityContentStrategyTechnicalSEO
4 clusters · 23 topics · 67 bridging keywords
Topical Map — Table
Publication-ready table with sections, queries, URLs, intents, and levels — built from real SERP data.
Topical Map — Table View— 3 sections · 8 queries · 11-step Koray GOBUR
Main Query
URL
Intent
L
Imp
Core · Entity-Based SEO3 rows
what is entity based seo
/entity-seo
Info
L1
High
entity salience nlp
/entity-seo/salience
Info
L2
High
knowledge graph optimization
/entity-seo/knowledge-graph
Info
L2
Med
Core · Topical Authority3 rows
how to build topical authority
/topical-authority
Info
L1
High
topical map template
/topical-authority/template
Trans
L2
High
content cluster strategy
/topical-authority/clusters
Info
L2
Med
Outer · GEO2 rows
generative engine optimization
/geo
Info
L1
High
chatgpt citations seo
/geo/chatgpt
Info
L3
Med
Real SERP dataPAA + autocompleteValidated by search volume
EAV Hierarchy
Entity-attribute-value structure inferred from the content.
EAV Hierarchy(7 attributes)
AttributeTypeProminencePopularityRelevance
UNIQUE ATTRIBUTES
hasSemanticLayeruniqueP: 97Vol: 320Rel: high
implementsEAVuniqueP: 94Vol: 180Rel: high
RARE ATTRIBUTES
usesTopicalMappingrareP: 88Vol: 1,200Rel: high
targetsAIOverviewsrareP: 82Vol: 2,400Rel: medium
hasInformationGainrareP: 76Vol: 890Rel: high
ROOT ATTRIBUTES
isAboutrootP: 72Vol: 14,500Rel: medium
hasAuthorrootP: 65Vol: 8,900Rel: low
+15 attributes in full hierarchy
03

Semantic Auditor

Grades every page like Google's quality team

Audits every page against hundreds of SEO / GEO patent-derived rules: entity coverage, NLP salience, information gain, contextual hierarchy.

Semantic Auditor
Rule-based audit results per page with semantic coverage gaps.
87
/100
Grade A
94% patent rules passed
Entity Salience92
Topical Coverage88
Predicate Density61
Information Gain85
Context Hierarchy90
Page Audits
Per-page semantic audit findings and remediation tasks.
Page Audit
C64/100/services/audit-seo
Fluff 12%EAV 68%H1 Pred MissingCV 5.4/10Resp. 72%Bool Q 0
Fluff detected:
"il est important de""comme on le sait""il faut savoir que""n'hésitez pas à"
Recommended fixes
highReplace generic H1 with predicate: "Audit SEO technique pour agences et e-commerces"
highRemove 8 fluff phrases ("il est important de", "comme on le sait"...)
mediumAdd 3 EAV triples: auditSEO → evaluates → crawlability, indexation, coreWebVitals
mediumInsert 2 boolean questions for featured snippet targeting
+46 pages audited in full report
04

Content Network Planner

Designs the internal links that move rankings

Designs internal linking: content hubs, contextual vectors, and entity-based silos for topical authority.

Search Behaviours
Behavioral intent groupings discovered from SERP patterns.
Semantic Shifts (3)
referencement googleSEO techniqueSEO sémantique(rising)
optimisation iaSEO classiqueGEO / AI Overviews(emerging)
strategie contenu seoBloggingTopical Authority(shifting)
Correlative Paths (4)
Agence SEOAudit techniqueweight:92
Audit techniqueNetlinkingweight:78
Stratégie contenuTopical Mapweight:85
SEO localGoogle Businessweight:71
+9 shifts · +14 paths in full analysis
Competitor Advantages
Detected strengths and edge cases where competitors outperform.
Competitor Advantages (3)
SEO Local — Google Business Profile
Problem: Competitor ranks #1 for "agence seo + city" in 12 cities with dedicated landing pages and localized schema markup.
Counter: Create city-specific pages with LocalBusiness schema, unique testimonials per region, and geo-targeted internal linking.
AI & SEO — Generative Engine Optimization
Problem: They published a 40-page GEO guide cited by ChatGPT and Perplexity. We have zero GEO content.
Counter: Publish authoritative GEO pillar + 8 supporting articles targeting AI citation patterns.
Case Studies with ROI Data
Problem: 3 competitors show detailed before/after traffic data. Our case studies lack quantified results.
Counter: Add 5 case studies with schema HowTo, traffic charts, and revenue impact metrics.
+5 competitor lock-ins detected
05

Query Gap Analyzer

Finds the queries your competitors steal from you

Identifies missing queries, SERP opportunities, and content gaps where competitors rank and you don't.

Query Gaps
Missing queries where competitors rank and you do not.
Missing Queries (7)
EasyDifficultyHard
Quick Wins3

High priority, easy

audit seo gratuitmicro attrvol:3,200

Add free audit CTA + schema FAQ

consultant seo freelancecorrelativevol:1,900

Write comparison: agency vs freelance

tarif referencement naturelmicro attrvol:2,400

Add pricing section with schema

Strategic Bets1

High priority, hard

agence seo pariscore entityvol:8,100

Create dedicated /agence-seo-paris landing page

Fill Gaps2

Low priority, easy

formation seo entreprisesemantic shiftvol:880

Create /formation-seo service page

migration seo site websequentialvol:590

Blog post: SEO migration checklist

Deprioritize1

Low priority, hard

seo technique avancecorrelativevol:720
Core entity
Micro attr
Semantic shift
Correlative
Sequential
+31 queries identified across all quadrants
06

SEO Executor

Ships publication-ready content, not briefs

Produces publication-ready content, meta tags, schema markup, and optimization instructions.

Content Output
Publication-ready content blocks generated from the pipeline.
Publication Ready~2,400 words

Entity-Based SEO: The Complete Guide to Semantic Search Optimization

Entity-based SEO represents a fundamental shift from keyword-centric optimization to semantic understanding. By mapping your content to Google's Knowledge Graph entities, you establish topical authority that transcends individual search queries...

Entity SalienceKnowledge GraphTopical AuthorityInformation GainSemantic Triples
Task Executor
Automated task plan generated from audit priorities.
42
TOTAL
0
DONE
0
IN PROGRESS
42
PENDING
April 2026Month
SUN
MON
TUE
WED
THU
FRI
SAT
1
Créer /agence-seo-paris
Audit technique homepage
+1 more
2
Ajouter schema LocalBusiness
Maillage /agence-seo → /audit
3
Créer /services/netlinking
Optimiser meta titles
4
5
6
Blog: SEO sémantique
Blog: Agence vs freelance
+1 more
7
Maillage interne cluster 1
8
Étude de cas e-commerce
9
Guide GEO: AI Overviews
Schema FAQ /audit-seo
10
11
12
13
Blog: SEO local agence
Maillage cluster 2
14
15
Créer /seo-local-paris
16
Optimiser Core Web Vitals
17
18
19
20
Blog: Tarifs SEO 2026
21
22
Étude de cas SaaS
Link: /agence-seo → /cas
23
24
25
26
27
28
29
30
High
Medium
Low / Default
Pending
339 tasks across all agents
Task Detail
Granular fix list with completion tracking.
Task Detail
highSemantic Auditor/services/audit-seo

Optimize /services/audit-seo for entity salience

Add entity-first H1: "Audit SEO technique : diagnostic complet de votre site"
Insert EAV triple: agenceSEO → delivers → auditTechnique
Add FAQ schema with 3 boolean questions
Reduce fluff from 12% to < 5% (remove filler phrases)
Add contextual vector anchors to /agence-seo and /blog/seo-local
2/5 completed
40%
+18 tasks generated for this site
TRY A FREE PIPELINE RUN
Start with 1,000 free credits — no credit card required at all

WHY TOPICAL OS IS DIFFERENT

Most SEO tools lack semantic intelligence

The search game changed. Your competitors show up in AI answers. You don't need another dashboard — you need an employee that does the work and gets smarter doing it.

Run a Script

Most AI SEO tools run a static playbook. Write a blog post. Optimize a title tag. No learning. The agent on day 300 is identical to day 1.

OTHER AI SEO TOOLS

Track Results

Track what worked. Adjust strategy based on results. Better over time — but only reactively, and only on the metrics you told it to watch.

SOME EMERGING TOOLS

Get Smarter Every Audit

Each audit feeds the next. Your topical map gets sharper, your gaps narrower, your content stronger — every single run.

TOPICAL OS

BENCHMARK PERFORMANCE

Domain-specific agents outperform general-purpose AI

Across 1,800 real audits, specialized semantic SEO agents outperformed frontier general-purpose models — including GPT-5, Claude Opus 4.6, and Gemini 2.5 Pro.

Apr 2026 | Internal benchmark | GPT-5, Claude Opus 4.6, Gemini 2.5 Pro

View methodology →
Topical Map AccuracyPass@1
Topical OS
94.2%
GPT-5 + prompt
68.9%
Claude Opus 4.6
66.2%
Gemini 2.5 Pro
62.4%
Execution Speedpages/min
Topical OS
47.3
Manual + AI
8.6
SEO agency
2.1
SEE IT ON MY SITE
Start with 1,000 free credits — no credit card required at all

PRICING

Get Your First Article Free. Scale from There.

Start with 1,000 free credits — enough for a full pipeline run on a 100-page site. No credit card required.

Free Trial

No credit card required

1,000credits

Enough for a complete analysis + article on a 100-page site

Run the full 6-agent pipeline. No strings attached.

Full 6-agent pipeline
All execution modes
Google Sheets export
Up to 10,000 pages
Get 1,000 Free Credits

Flexible

Scale without limits

$0.02/ credit

~$12 per 100-page audit

Buy credits when you need them. Auto-recharge available. 50 credits per dollar.

Everything in Free Trial
Auto-recharge option
Unlimited pages & agents
Volume discounts
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Pro

For agencies & power users

$49/ month
Save up to 70% on analysis costs

Unlimited semantic analysis, topical mapping, auditing, content planning, and gap analysis — all included. Only pay for content production.

Unlimited analysis (5 agents included)
Content generation from ~$3.80/audit
Priority execution queue
Dedicated support
Go Pro
Pro pays for itself at ~6 audits/month
Full audit (100 pages)Free / FlexiblePro ($49/mo)
1 audit/month$12.40$3.80 + $49
5 audits/month$62$19 + $49
10 audits/month$124$38 + $49

Frequently Asked Questions

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.

Your First Semantic SEO Audit Is Free.

1,000 free credits. Full 6-agent pipeline. Entity-based analysis + publication-ready content.

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