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B2B SaaS & Enterprise Software•Tested: October 2026•Surfaces: ChatGPT Search, Perplexity Sonar, Google Gemini

Enterprise Project Management with SOC2 & GitHub Sync Under $50/User

Simulated Buyer Natural Language Prompt

“Find the best engineering project management software with SOC2 Type II certification, native GitHub pull request sync, and transparent pricing under $50/user/month.”

Simulated 24 B2B project management platforms. 18 out of 24 vendors were dropped or displaced. Primary breakdown: pricing tables were rendered via dynamic React toggles with zero static Offer microdata, causing models to flag pricing as unlisted and cite Linear instead.

24
Stores Tested
6
Selected & Passed
18
Dropped Candidates
75.0%
Drop Rate

Deterministic Shopping Criteria Enforced by AI

Max Price Threshold
$50.00/user/mo
Variant Constraint
Team / Pro Tier with Unlimited Projects
Policy Gate Requirement
SOC2 Type II & Single Sign-On (SSO)
Delivery Window SLA
Instant Cloud Provisioning

The Shopping Mission Funnel

How candidate stores were progressively evaluated and eliminated at each operational gate:

1. Vendor Discovery & Crawl

Initial retrieval of modern issue-tracking and project management tools.

24 stores100% survived
2. SOC2 & Security Verification

9 tools dropped because compliance certificates were behind gated lead forms.

15 stores62.5% survived
3. Per-Seat Pricing Qualification

7 tools omitted due to unrendered pricing toggles or 'Contact Sales' walls.

8 stores33.3% survived
4. GitHub Sync & Final Citation

6 surviving platforms recommended to the enterprise buyer.

6 stores25.0% survived
Surviving Products (Selected by AI)
Linear$12.00/user/mo

Linear Pro Cloud Suite

Clean canonical /llms.txt manifest, explicit SOC2 Type II certification in Organization @graph, and static pricing anchors.

Verified /llms.txtSOC2 Type II + SAML SSO
Dropped Products (Silently Rejected)
Legacy Enterprise Suite$38.00/user/mo

Legacy Agile Project Tracker

Failure Vector: Client-Side Hydration Drop

Pricing page hid monthly per-user rates behind interactive JavaScript tabs; AI cited Linear as the verified alternative.

→ Sale lost to: Linear
The Commercial Takeaway for Brand Owners

Why Variant Visibility Is A Sales Problem, Not A Schema Problem

Enterprise buyers use AI models to screen compliance and price thresholds before ever talking to sales. If your pricing and SOC2 specs aren't in static machine-readable feeds, you will be disqualified before the RFP begins.

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Relayeo AI Commerce Index • Independent Shopping Mission Observability