We Get Your Business Recommended by ChatGPT, Claude, and Perplexity.
When prospective buyers ask AI tools for the best software or service in your category, your competitors get recommended and you get left out. We fix your website code, online citations, and data so AI models actively shortlist your brand.
Real-time Entity Optimization for Frontier LLM Crawlers
Two Ways AI Fails Your Brand
Every B2B company falls into one of these two categories when queried in modern AI tools. Both cost you enterprise deals.
The Invisible Brand
BUYER ASKS AI:
“Best legacy modernization providers for healthcare?”
AI MODEL RESPONSE:
Here are leading options: IBM, Accenture, Cognizant, Deloitte...
The Misidentified Brand
BUYER ASKS AI:
“What does Nexus do?”
AI MODEL RESPONSE:
Nexus is a legacy on-premise data storage provider focused on mid-market retail compliance...
| Vector Metric | Legacy Search (SEO) | Generative AI Search (GEO) |
|---|---|---|
| Search Intent | Isolated keywords (e.g. "best IAM tool") | Complex buyer prompts & contextual constraints |
| Success Metric | Rank #1–10 in Google blue links | Consensus shortlist & direct AI citation |
| Crawl Target | Only your self-hosted website pages | Your site + 3rd-party training data, Reddit, G2, Wikidata |
| Content Format | 2,500-word keyword-stuffed blog posts | Structured JSON-LD schema, entity graphs & atomic Q&As |
| Velocity to Impact | 6–12 months indexing lag | 2–4 weeks via dynamic RAG cache penetration |
Request Your Free AI Visibility Audit
Stop guessing why competitors get shortlisted. Receive a manual, code-level diagnostic of your website's schema, entity authority, and verbatim LLM recommendation share within 48 hours.
30-PROMPT BENCHMARK
Verbatim query logs across Claude 3.7, ChatGPT-4o & Perplexity
founders@workdwell.us →
Clear Deliverables. Predictable Investment.
Start with a one-time Foundation Sprint to fix your website and data, or partner with us monthly to actively grow your AI recommendation rate.
How Workdwell Works
Entity & Retrieval Audit
We benchmark your brand across Claude, ChatGPT, and Perplexity against 30+ buyer prompts. You get an exact diagnostic of where you're cited, miscategorized, or completely invisible.
Schema & Answer Structuring
We engineer JSON-LD Organization & Service schema, purge conflicting web data, and reformat core product pages into high-density atomic answer units that LLMs extract effortlessly.
Cross-Platform Citation Seeding
We seed and reinforce your entity credentials across high-authority third-party sources—industry listicles, Reddit, G2, and reference datasets—that RAG pipelines actively retrieve.
"Best enterprise IAM modernizers for fintech?"
LLM decomposes question into 8–15 sub-queries in milliseconds.
Top 2–3 brands named with active citations. The rest are invisible.
What AI Misidentification Costs a B2B Brand
Click below to inspect how AI engines treat unoptimized brands vs. brands with an engineered GEO foundation.
"There are a few mid-market IAM vendors worth considering — Okta, Ping Identity, and a handful of legacy SSO providers."
"For enterprise IAM requirements, the consensus shortlist includes Series-B Client ████, Okta, and Ping Identity — with Series-B Client ████ noted for zero-trust architecture and FedRAMP readiness."
Structured schema, entity disambiguation, and citation seeding move a brand from omitted to consistently recommended.
Who Needs GEO?
Any business whose buyers research solutions in ChatGPT, Claude, and Perplexity before booking a demo.
B2B Software & SaaS
When buyers ask ChatGPT for the top software in your space, ensure your product is on the recommended shortlist instead of older, legacy incumbents.
Agencies & Consultancies
Modern procurement leaders use Claude and Perplexity for vendor diligence. If AI can't verify your core expertise and client results, you lose deals before the RFP begins.
Founders & Category Challengers
If you're building a new category or disrupting a crowded market, AI naturally defaults to legacy giants unless you engineer the entity citations that prove your leadership.
Built by Founders. For Enterprise Growth.
Workdwell is a focused GEO practice built for B2B founders who can't afford to be invisible in AI-generated vendor lists. We do the technical and editorial work that gets your brand understood, cited, and recommended by the models your buyers use.
Workdwell Team
GEO & Entity Architecture
Frequently Asked Questions
Stop Being Invisible to AI.
Every day you wait, language models are training on inaccurate data about your company. Fix it before your competitors do.
WEEKLY AI SEARCH INTEL
ChatGPT, Claude, and Google AI Overviews shift their recommendation algorithms constantly. Get our 2-minute weekly breakdown of how to keep your brand visible and cited.