Content Architecture as a Service
Build AI Authority. Get Found by Foundational AI Models. Improve SEO.
A done-for-you, guided service that ships your content architecture as a deployable ZIP. Two ~15-minute checkpoints. From 3 business days. Starting at $997.
In Plain English
What Topic Modeler Is, in Plain English
Topic Modeler is a done-for-you, strategically designed deliverable: a ZIP file containing practical planning assets your webmaster, content team, or SEO partner can apply to your website.
It helps make your site easier for search engines, AI answer engines, and real buyers to understand. The deliverable gives you a clearer map of the topics, concepts, gaps, and content opportunities surrounding your business, so you can build a stronger website and a smarter content strategy.
Use Topic Modeler to:
- Prepare for AI-driven discovery.Improve how your website is positioned for referral traffic from AI platforms like ChatGPT, Claude, Gemini, Perplexity, and other answer engines.
- Improve organic search strategy.Identify the topics and relationships your site needs to cover more clearly to compete in unpaid search.
- Expose content gaps.Find missing, underdeveloped, or strategically important topics your website should address.
- Plan future content with more confidence.Use knowledge graphs, concept maps, and master topic lists to guide blog posts, landing pages, resource hubs, and other content.
- Guide website structure.Use Topic Modeler before a redesign or content refresh to build a site architecture around how your market actually understands your space.
It is especially valuable for complex industries like high-tech manufacturing, fintech, MedTech, healthcare, legal, B2B software, and technical services. But any organization with a website can benefit from a clearer map of what it should be known for.
Case Study · Electronics Industry Client
From flat to +40% YoY organic and +42% YoY referral traffic in two months.
Pre-engagement: four straight months of essentially flat year-over-year traffic. Our work began between M0 and M1.
These charts span a time period of several months, namely: three months before we started our work (M-3) and two months after our work began (M2). All performance data is compared to M-2, or two months before we applied Topic Modeler to this client’s site.
Organic Traffic · YoY
Year-on-year results improved 40 percentage points in 1.5 months
Referral Traffic · YoY
Year-on-year results improved 42 percentage points in 1.5 months
Pre-engagement state. The client had spent four months publishing without traction. Solution-page focus was high, but Problem and Capability dimensions were thin. AI models could not reliably surface them for category-defining questions, and referral traffic had stalled.
What the work delivered. A complete content space map across all three dimensions, deployable knowledge graphs, JSON-LD entity layer, and an authority-pathway linking blueprint. Within two months of implementation, organic and referral traffic crossed into double-digit YoY growth and kept climbing.
How It Works
A done-for-you service. Two checkpoints. Seven business days.
We do the architecture work. You confirm business truths so the architecture matches reality. That's the deal.
Intake
You complete a structured online intake covering organizational details, what you sell, who you serve, and the problems you solve. We pre-populate where we can, your job is confirmation and light editing, not content creation.
Checkpoint Review
We send you the draft knowledge graphs, topic universe, and entity normalization for review through your client portal. You verify the business truths. Edits flow back into the architecture.
~15 minutes of your timeFinal ZIP Delivered
You receive the deployment-ready ZIP, knowledge graphs, JSON-LD, llms.txt, internal linking, meta tags, implementation guide. Hand it to your developer, agency partner, or in-house team.
Total client time: roughly 30 minutes across two short checkpoints. Everything else is on us.
The Dimensions You Haven't Built
Most websites are one-dimensional. Yours doesn't have to be.
Most B2B sites are organized around what they sell. That makes them visible only to buyers who already know what to search for, and invisible to AI models reasoning about an entire category. Topic Modeler maps three connected dimensions — and benchmarks you against three to five competitors across each.
Problems
The pains buyers search before they know what category of solution exists. This is where shortlists are formed and where most B2B sites are silent. If you don't show up here, AI models surface someone else as the authority on the problem you actually solve.
Capabilities
The approaches, methods, and "how it works" questions buyers research as they get educated. Competitors who own this dimension shape what "good" looks like in your category — and your Solution pages get evaluated against their definition.
Solutions
The products, services, and feature pages buyers evaluate when they're ready. Most sites are heavily weighted here, which is why they plateau. Solution authority only compounds when it's structurally connected to the Problem and Capability layers above it.
The first company in your market to build dimensional depth across all three claims the structural authority advantage — and it compounds with every page published.
From Map to Architecture
The map is the start. The architecture is what ships.
Once your three-dimensional map is built, we translate it into the deployable artifacts your developers, agencies, and content teams actually need to put architecture into production.
Knowledge graphs your team can read.
We deliver Problem · Capability · Solution graphs as both human-readable diagrams and machine-readable CSVs, so your strategists and your developers see the same source of truth.
JSON-LD that AI models can parse.
The semantic entity layer — Schema.org-aligned, drop-in JSON-LD — that tells foundational AI models who you are, what you do, and how every page relates to every other page.
llms.txt as a first-class deliverable.
A structured entity framework written for foundational AI models. None of the SaaS tools generate this. We ship it on every tier.
Authority Pathway interlinking.
A cross-dimensional linking blueprint — Problem → Capability → Solution — delivered as a CSV your dev or agency partner can implement page-by-page.
Recommended site architecture.
URL structure, navigation, hub-and-spoke layout — translated from your knowledge graph into a concrete information architecture your team can deploy without guesswork.
Prioritized content gap roadmap.
40 to 50 page recommendations ordered by structural impact, not search volume — so the next thing you publish is the page that closes the biggest gap in your map.
vs. Alternatives
How Topic Modeler compares to SaaS tools and traditional SEO agencies.
Topic Modeler occupies the architecture layer between automated SaaS subscriptions and full-service agency retainers. Specifics:
| Automated SEO SaaSInLinks · SearchAtlas · MarketMuse | Topic Modelertech-enabled service | Traditional SEO Agencyboutique consulting · retainers | |
|---|---|---|---|
| Pricing | $49 – $249 / mo, ongoing | $997 – $2,497 one-time | $10,000 – $15,000+ one-time |
| Output | Recommendations and editing tools inside their dashboard | Deployable ZIP: knowledge graphs, JSON-LD, llms.txt, interlinking, meta, roadmap | Slides, spreadsheets, recommendations |
| Methodology | Entity extraction · keyword clustering · NLP | Problem → Capability → Solution business logic | Varies by consultant |
| llms.txt generation | None of them generate llms.txt | Yes, every tier | Rarely in scope |
| Architecture as deliverable | Ongoing SaaS access; no portable files | One-time downloadable ZIP your team can deploy | Sometimes; varies by engagement |
| Your effort | Learn the tool, run analyses, decide what's worth acting on | Two ~15-min checkpoints; we ship the rest | Multiple meetings, async reviews |
| Speed | Ongoing; never finishes | From 3 business days | 4 – 8 weeks |
| Best for | Continuous on-page optimization | One-time architectural foundation | Custom strategy plus execution |
One workflow consolidates 5 to 6 separate tools.
Topic Modeler ships these as a single, integrated set of architecture files derived from one business-logic input.
Pricing
Two tiers. Choose your depth.
Both tiers include mapping across all three dimensions and ship as a deployable ZIP. Choose Foundation for AI readiness on a smaller site, or Blueprint for long-term AI growth on a larger one.
For AI Readiness
AI Architecture Foundation
From 3 business days · 1 round of revisions
Knowledge graph & analysis
- Knowledge Graph diagrams, 3 lenses2 levels
- Competitor sites analyzed3 sites
- Knowledge graph generation: Problem · Capability · Application
- Comprehensive topic universe
AI & semantic layer
- AI entity normalization
- Semantic Entity Layer (Schema.org JSON-LD)
- AI Retrieval Optimization Layer (llms.txt + structured entity framework)
Implementation
- WordPress webmaster implementation guide
For Long-Term AI Growth
AI Futureproofing Blueprint
From 5 business days · 2 rounds of revisions
Knowledge graph & analysis
- Knowledge Graph diagrams, 3 lenses4 levels
- Knowledge Graph CSV files, 3 lenses4 levels
- Competitor sites analyzed5 sites
- Knowledge graph generation: Problem · Capability · Application
- Comprehensive topic universe
- Bonus: master topics list (typically 300–900 topics)
AI & semantic layer
- AI entity normalization
- Semantic Entity Layer (Schema.org JSON-LD)
- AI Retrieval Optimization Layer (llms.txt + structured entity framework)
Architecture & roadmap
- Meta titles & meta descriptions for site
- Authority Pathway interlinking blueprint (cross-dimensional linking logic)
- Prioritized content gap roadmap (40–50 page recs)
- Recommended site architecture guide
Reporting & recheck
- Dimensional authority scorecard
- Executive summary for leadership
- 90-day post-implementation recheck
Implementation
- WordPress webmaster implementation guide
| Add-on | Foundation | Blueprint |
|---|---|---|
| Full website implementation We deploy all deliverables on your WordPress site; excludes new content creation; other CMS supported case-by-case. | Foundation+ $450 | Blueprint+ $1,000 |
| Up to 200 pages Expand the analysis ceiling for larger sites. | Foundation+ $200 | Blueprint+ $500 |
Other CMS platforms supported on a case-by-case basis. Content and page creation are not included in any tier.
Built by Experts
We build your content architecture so you can focus on content.
Topic Modeler is built and delivered by a team of SEO specialists, content strategists, and machine-learning engineers. We've spent decades inside the structural problems most B2B websites quietly accumulate. We built this service after solving the same architecture failures over and over inside individual consulting engagements.
Hundreds of websites analyzed. PhDs and MBAs across the team. The same methodology that informs our client work is what's behind every ZIP we ship, distilled into a guided workflow so a marketing director without a technical SEO team can produce work that previously required senior technical SEO knowledge.
For Agencies & Consultants
Productize a $15K manual engagement as a $2,497 deliverable.
SEO and content agencies use Topic Modeler to deliver structured architecture work as a productized service, without burning consultant hours on schema files and entity normalization.
White-label friendly
Deliverables ship as portable files you can integrate into your client engagements. Hand off the ZIP. Bill the value.
Scalable margins
What used to take your team 40+ hours of manual architecture work ships in 5–7 business days. Sell the strategic layer; we handle the structure.
Checkpoint integration
The two-checkpoint workflow plugs cleanly into your client review cadence. Your clients see polish; you stay in control.
Honest Expectations
What you'll get. What you won't.
Topic Modeler is the architecture layer that makes every future content investment more effective. Here's exactly what it does and doesn't deliver.
✓You should expect
- Better semantic clarity about what your company does
- Stronger topical depth beyond solution pages
- Cleaner internal pathways from Problem to Capability to Solution
- Clear, prioritized content expansion targets, not guesswork
- An authority structure that compounds as you publish
×You should not expect
- Immediate ranking jumps from implementation alone
- A substitute for content production and ongoing publishing
- A magic bullet that replaces competitive differentiation
Get Started
Request your content space map.
Tell us about your site. We'll be in touch within one business day.