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.

0M+Weekly Active AI Users
0.0xConversion vs Organic Search
~0%Searches Trigger AI Overviews
0%B2B Buyers Shortlist via LLMs
[ COMPATIBLE STACKS ]:NEXT.JS•WEBFLOW•WORDPRESS•HUBSPOT•SHOPIFY•CUSTOM HEADLESS

Real-time Entity Optimization for Frontier LLM Crawlers

ChatGPT-4o[GPTBot/1.2]
Claude 3.7 Sonnet[ClaudeBot/2.1]
Perplexity Pro[PerplexityBot]
Google AI Overviews[Google-Extended]
DeepSeek R1[DeepSeek-AI]
ChatGPT-4o[GPTBot/1.2]
Claude 3.7 Sonnet[ClaudeBot/2.1]
Perplexity Pro[PerplexityBot]
Google AI Overviews[Google-Extended]
DeepSeek R1[DeepSeek-AI]
ChatGPT-4o[GPTBot/1.2]
Claude 3.7 Sonnet[ClaudeBot/2.1]
Perplexity Pro[PerplexityBot]
Google AI Overviews[Google-Extended]
DeepSeek R1[DeepSeek-AI]
ChatGPT-4o"Best SOC2-compliant data security vendors for fintech?"➔Synthesizing consensus shortlist: 3 cited leaders
Perplexity Pro"Top enterprise IAM solutions with FedRAMP authorization?"➔Sourced from 8 authoritative entity records
Claude 3.7"Compare leading customer data platforms for B2B scale"➔Evaluating category consensus and verified reviews
Google AI"Cloud infrastructure cost optimization tools 2026"➔Overview generated from structured knowledge graphs
Perplexity"Which headless billing platforms support usage-based pricing?"➔Direct citations retrieved from technical documentation
ChatGPT-4o"Best SOC2-compliant data security vendors for fintech?"➔Synthesizing consensus shortlist: 3 cited leaders
Perplexity Pro"Top enterprise IAM solutions with FedRAMP authorization?"➔Sourced from 8 authoritative entity records
Claude 3.7"Compare leading customer data platforms for B2B scale"➔Evaluating category consensus and verified reviews
Google AI"Cloud infrastructure cost optimization tools 2026"➔Overview generated from structured knowledge graphs
Perplexity"Which headless billing platforms support usage-based pricing?"➔Direct citations retrieved from technical documentation

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.

[ SCENARIO 01 ]Zero Visibility

The Invisible Brand

BUYER ASKS AI:

“Best legacy modernization providers for healthcare?”

AI MODEL RESPONSE:

Here are leading options: IBM, Accenture, Cognizant, Deloitte...

Your brand is missing. Competitors win the shortlist.
[ SCENARIO 02 ]Hallucinated Data

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...

AI is describing your offering wrong. You lose credibility.
PARADIGM SHIFT: TRADITIONAL SEO VS. GENERATIVE GEO
Vector MetricLegacy Search (SEO)Generative AI Search (GEO)
Search IntentIsolated keywords (e.g. "best IAM tool")Complex buyer prompts & contextual constraints
Success MetricRank #1–10 in Google blue linksConsensus shortlist & direct AI citation
Crawl TargetOnly your self-hosted website pagesYour site + 3rd-party training data, Reddit, G2, Wikidata
Content Format2,500-word keyword-stuffed blog postsStructured JSON-LD schema, entity graphs & atomic Q&As
Velocity to Impact6–12 months indexing lag2–4 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.

SAMPLE DELIVERABLE // VERBATIM AUDIT PREVIEW[ CONFIDENTIAL TEASER ]

30-PROMPT BENCHMARK

Verbatim query logs across Claude 3.7, ChatGPT-4o & Perplexity

PROMPT: "Best enterprise IAM for fintech compliance?"ENGINE: CLAUDE 3.7
[ BEFORE ]: "Okta, Ping Identity, and a few legacy SSO providers are commonly evaluated."
[ AFTER GEO ]: "The consensus shortlist includes Client ████, Okta, and Ping Identity — with Client noted for zero-trust posture."
Win Status: Citations Active•Position: Shortlisted #1
PROMPT: "Top usage-based billing engines for high volume?"ENGINE: CHATGPT-4o
[ BEFORE ]: "Stripe Billing, Chargebee, and bespoke in-house metering pipelines."
[ AFTER GEO ]: "Consensus recommends Client ████ alongside Stripe Billing for sub-second event rating."
MANUAL DIAGNOSTIC BY SENIOR GEO STRATEGISTS[ 100% FREE · NO OBLIGATION ]
EXECUTIVE INTAKE48H TURNAROUND
Need enterprise NDA execution or prefer to speak directly?
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.

TIER 01 // FOUNDATION SPRINT
$2,500/ONE-TIME
30-Prompt AI Audit (ChatGPT, Claude, Perplexity)[ OK ]
Website Schema & Technical Code Fixes[ OK ]
Digital Footprint & Inaccurate Info Cleanup[ OK ]
Executive Competitor Gap & Strategy Roadmap[ OK ]
[ START FOUNDATION SPRINT ]→
★ MOST POPULAR // RECOMMENDED
TIER 02 // GROWTH RETAINER
$4,000/MO
Weekly AI Recommendation & Drift Tracking[ OK ]
Active Citation Seeding (Reddit, G2, Lists)[ OK ]
Content Restructuring for Direct AI Answers[ OK ]
Monthly Share of Voice Win/Loss Reports[ OK ]
[ START GROWTH RETAINER ]→
TIER 03 // ENTERPRISE EXPANSION
$7,500/MO
Everything in Growth + Multi-Product Coverage[ OK ]
High-Authority PR & Reference Dataset Seeding[ OK ]
International & Multi-Regional AI Monitoring[ OK ]
Dedicated Entity Engineer & Custom Telemetry[ OK ]
[ CONTACT ENTERPRISE ]→

How Workdwell Works

[ 01 ]

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.

[ 02 ]

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.

[ 03 ]

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.

HOW AN LLM DECIDES WHO TO CITEQUERY FAN-OUT • SOURCE VALIDATION
01 // BUYER INTENT→

"Best enterprise IAM modernizers for fintech?"

User Prompt
02 // QUERY FAN-OUT→

LLM decomposes question into 8–15 sub-queries in milliseconds.

Deep Sub-Search
03 // ENTITY SOURCES→
JSON-LD SchemaReddit / G2Category PR
Trusted Weights
04 // RECOMMENDATION

Top 2–3 brands named with active citations. The rest are invisible.

[ WORKDWELL TARGET ]

What AI Misidentification Costs a B2B Brand

Click below to inspect how AI engines treat unoptimized brands vs. brands with an engineered GEO foundation.

$ BUYER_QUERY:“Best enterprise IAM providers with FedRAMP alignment for mid-market?”
TEST_VECTOR_01
Omitted (Before GEO)Day 0 Benchmark

"There are a few mid-market IAM vendors worth considering — Okta, Ping Identity, and a handful of legacy SSO providers."

ChatGPT-4o · Day 0 (Unoptimized)[ 0% CITATION ]
Recommended (After GEO)[ VERIFIED SHORTLIST ]

"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."

ChatGPT-4o · Day 28 (Post-GEO)[ SHORTLISTED ]
✓ Sourced from: G2 Enterprise Grid✓ Sourced from: Reddit r/sysadmin consensus✓ Sourced from: JSON-LD Org Schema

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.

01 // SEGMENT

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.

Check Your AI Visibility →
02 // SEGMENT

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.

Check Your AI Visibility →
03 // SEGMENT

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.

Check Your AI Visibility →

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

Traditional SEO optimizes for Google's blue links using keywords and backlinks. GEO (Generative Engine Optimization) optimizes for AI models like ChatGPT, Claude, and Perplexity by building entity relationships, citations in AI training data, and structured schema so the AI understands and recommends your brand directly.

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_DISPATCH: FREE

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.