AI discovery operations

From invisible to answer-ready.

SurfaceGX scans the public surface, tests how AI engines understand the brand, and turns findings into repair work your team can ship.

Sample scan

34

Grade D -> target 82

A deterministic baseline before model interpretation.

Algorithm ScoreDiagnosisAI Crawler ObservatoryHallucinationSource IntelPrompt LandscapeAEO AIDGEO AssistRemediation AgentGitHubGSCGA4

01 / deterministic scan

Score the machine-readable surface before asking models to reason.

Studio VC scan brief

34

AI discovery readiness score

0/3

Surface-scoped guidance files detected

122

Visible homepage words

Missing

Crawler discovery files
Independent AI surfaces do not have a scoped priority-page guide.

+10 to +16

Weak

Entity schema
No Organization, WebSite, or sameAs graph detected.

+8 to +14

Open

Crawler access
Public pages are reachable, so repair can start immediately.

Ready

02 / multi-model visibility

Probe how ChatGPT, Gemini, Claude, Perplexity, and search surfaces describe the brand.

1/4

Major engines naming the brand for target questions

High

Hallucination risk from weak official context

27

Prompt families to repair by category and intent

Prompt

"best AI discovery platform for B2B SaaS"
Brand absent; category language is not explicit enough.

Lost

Source

Weak citation base
AI systems cite generic product pages instead of proof and methodology pages.

Patch

Narrative

Positioning drift
Models flatten the offer into SEO tooling instead of AI discovery repair.

Fix copy

03 / repair path

Turn findings into the exact work that improves AI visibility.

01

AEO AID

Generate a 30/60/90 answer-engine plan across schema, pages, FAQs, and proof blocks.

02

GEO Assist

Prioritize crawler, citation, and generative-engine fixes for the pages AI actually reads.

03

Content Patch Agent

Draft deployable page copy, answer blocks, metadata, and structured-data recommendations.

04

Issue Tracker

Move work from open to in repair, pending retest, and verified across the customer program.

Remediation AgentContent GapNarrative AlignmentSource IntelCitation Cause MapAgent Readiness

04 / integration layer teaser

Connect repair work to the systems that prove it shipped and moved.

GH

GitHub

Ship fixes into the repo workflow.

SurfaceGX packages technical exposure, crawler discovery, and content patch recommendations as implementation-ready work — scoped to the AI surfaces where each fix applies.

Draft PRschema + crawler discovery repair branch

Issue syncowner, priority, status, retest date

Diff contextbefore and after AI-readability checks

GSC

Search Console

Watch discovery health at the search edge.

Search Console signals help validate indexing, sitemap hygiene, query impressions, and page eligibility after repairs land.

Sitemap statussubmitted, indexed, warnings

Query movementAI visibility and answer-intent terms

Coverage alertsblocked, crawled, discovered, not indexed

GA4

Analytics

Prove lift beyond the scan score.

GA4 ties visibility repairs to engaged sessions, assisted conversions, landing pages, and source-level movement.

Landing liftrepair pages gaining quality traffic

EngagementAI-search visitors reading more deeply

Conversion pathdemo, contact, billing, docs journeys

05 / prove lift

Close the loop with progress analytics and stakeholder reporting.

34

Baseline readiness

57

After first repairs

82

Target state

Guidance shippedDiscovery files publishedPriority-page guide is live for independent AI surfaces.

Verified +12pts

Entity graphOrganization schemaBrand, site, and sameAs context now resolve cleanly.

Verified +9pts

Search edgeGSC sitemap cleanPriority pages are submitted and eligible to appear.

Indexed +6pts

Behavior liftGA4 engagementAI-search visitors are reading deeper after repair.

30 days +18%sessions

Work queueGitHub issuesRemaining fixes stay owned, tracked, and retested.

Tracked 4open

SurfaceGX

If you feel invisible
(to AI search),
we can help.