Xtrusio AEO/GEO Audit

Lightcast wins on every platform.

TalentNeuron is the permanent #2.

25-query audit across ChatGPT, Gemini & Claude. TalentNeuron is cited on 27 of 75 total query-platform pairs (36%) — but never ranked #1. Lightcast dominates at 59%+ while Gemini has made TalentNeuron nearly invisible, replacing it with Draup.

This report was generated using Xtrusio, an AI visibility and demand intelligence platform that analyzes how companies appear across modern AI systems such as ChatGPT, Gemini, Claude, Perplexity, and other generative engines. It identifies what questions decision makers are asking, whether a brand is being cited, and what content or authority signals are required to improve visibility.

The 25 buyer-intent queries, citation tracking, competitor analysis, and strategic recommendations in this report are outputs of Xtrusio's persona intelligence, AI citation tracking, and competitive signal analysis modules.

The insights in this page are generated using Xtrusio's proprietary research and content intelligence framework.

March 2026
25 Queries • 3 Platforms
72%
Claude
18 of 25 queries
✓ STRONG
32%
ChatGPT
8 of 25 queries
⚠ MODERATE
4%
Gemini
1 of 25 queries
✗ INVISIBLE
Diagnosis

TalentNeuron is the permanent #2 — and invisible on Gemini. When a CHRO asks ChatGPT about strategic workforce planning tools, Lightcast gets cited first. When a people analytics leader asks Gemini about labor market intelligence, Draup appears — TalentNeuron doesn't. Across all 75 query-platform pairs, TalentNeuron never once ranked #1. The HRForecast acquisition, advisory model, and end-to-end SWP capabilities — which Claude cites extensively — are completely invisible to ChatGPT and Gemini.

Section 2

Platform Scorecard

TalentNeuron citation rate across AI platforms

TalentNeuron Citation Rate by Platform
Claude
72%
ChatGPT
32%
Gemini
4%
Competitor Comparison — Overall Citation Rate (all platforms)
Lightcast
59%+
TalentNeuron
36%
LinkedIn TI
27%+
Eightfold AI
17%+
Draup
9%
Massive Platform Disparity
TalentNeuron's 72% citation rate on Claude is strong — but drops to 32% on ChatGPT and 4% on Gemini. The platform where TalentNeuron is weakest (Gemini) is where Draup has 7 citations to TalentNeuron's 1.
Zero #1 Rankings Across All 75 Pairs
TalentNeuron was never ranked #1 on any query, any platform. Of 27 total citations, 19 were rank #2 (behind Lightcast) and 6 were rank #3. The ceiling is clear: Lightcast owns the #1 position.
Section 3

AI Visibility Leaderboard

Who owns the workforce intelligence conversation across AI platforms

Platform-by-Platform Breakdown
Claude
18/25
TalentNeuron cited
ChatGPT
8/25
TalentNeuron cited
Gemini
1/25
TalentNeuron cited
Lightcast
22
12
10
44+
TalentNeuron
18
8
1
27
LinkedIn TI
10
6
4
20+
Eightfold AI
5
3
5
13+
Draup
7
7
Claude
ChatGPT
Gemini
36%
TalentNeuron
Lightcast59%+
TalentNeuron36%
LinkedIn TI27%+
Citation Intensity Heatmap
Claude
ChatGPT
Gemini
Total
Lightcast
22+
12+
10+
44+
TalentNeuron
18
8
1
27
LinkedIn TI
10+
6+
4+
20+
Eightfold AI
5+
3+
5+
13+
Draup
7
7
Visier
4+
3+
4+
11+
Draup: The Gemini Disruptor
Draup has zero citations on Claude and ChatGPT — but 7 on Gemini alone. On the one platform where TalentNeuron is weakest, a smaller competitor has taken its place entirely. This is a platform-specific content distribution problem.
Lightcast: Consistent #1 Everywhere
Lightcast maintains 10+ citations on every platform. Its broad job posting data (220K+ sources), education/government presence, and lower price point give AI platforms plenty of material to cite. TalentNeuron needs to create equivalent third-party authority.
Section 4

AI Positioning Audit

25 buyer-intent queries — click any row to see the exact question

Each query was written from the perspective of a real decision-maker researching workforce intelligence, labor market analytics, or strategic workforce planning solutions. These are the personas whose AI search results determine whether TalentNeuron gets discovered.

JK
Former Fortune 500 CHRO / Board Advisor
Cross-industry • 10,000+ employees • USA
4queries
Pain Points
Board-level workforce cost accountability; AI disruption reshaping headcount; connecting workforce strategy to business outcomes; fragmented HR data
"workforce planning software""AI impact on workforce"
$ $100K–$500K+/year
Q1, Q5, Q13, Q20
LB
Partner, Workforce Strategy & HR Transformation
EY • 300,000+ employees • UK
7queries
Pain Points
Building business cases for workforce investments; modeling automation impact; stuck in spreadsheets; difficulty forecasting talent needs 2–3 years out
"strategic workforce planning software""skills gap analysis tools"
$ Recommends to CHRO; leads SWP programmes
Q2, Q4, Q7, Q11, Q16, Q17, Q23
DG
Managing Partner, Insight222
People Analytics / HR Tech Consulting • UK
6queries
Pain Points
Advises CHROs on workforce intelligence tools; internal data incomplete; needs external benchmarks; evaluates API integration and data freshness; proving ROI of analytics
"labor market data API""skills intelligence platform"
$ Advises F500 HR teams on vendor selection
Q3, Q9, Q12, Q15, Q18, Q24
TC
Head of Talent Acquisition Insights & Analyst Relations
iCIMS • 1,000+ employees • USA
5queries
Pain Points
Hiring manager expectations vs. market reality; location strategy; competitive intelligence on peer hiring; diversity targets without data foundation
"talent market intelligence""salary benchmarking tool"
$ Evaluates & recommends LMI tools; LinkedIn Top Voice
Q6, Q10, Q14, Q22, Q25
AT
Clinical Professor, Human Capital Management
NYU SPS • HR Education & Advisory • USA
3queries
Pain Points
Reviews workforce planning platforms for enterprise clients; needs data backbone for advisory engagements; evaluates data breadth, country coverage, and API flexibility
"global labor market data""workforce intelligence API"
$ Academic thought leader; advises CHROs on SWP tools
Q8, Q19, Q21
#Query TopicClusterClaudeChatGPTGemini
TOTAL18/25 (72%)8/25 (32%)1/25 (4%)
Section 5

Semrush AI Visibility

Automated scores vs buyer-intent reality

Semrush AI Visibility gives TalentNeuron a score of 16/100. But the topics it tracks are brand-name queries in French (“Analyse de TalentNeuron”) — not the buyer-intent questions CHROs and people analytics leaders actually ask.

CompanyScoreMentionsCitationsCited Pages
talentneuron.com16/100132419219
lightcast.io25/1001,1003,1002,100
draup.com17/10033100140
Semrush AI Visibility dashboard for talentneuron.com showing score 16/100
Semrush AI Visibilitytalentneuron.com — Score: 16/100
Semrush topics for talentneuron.com showing brand-name queries
Semrush AI Visibility — TopicsTopics — Brand-name queries only, not buyer intent

Semrush gives TalentNeuron 16/100 with 132 mentions and 419 citations. However, the tracked topics are dominated by brand-name queries like “Analyse de TalentNeuron” (in French) — not buyer-intent discovery questions. Distribution by LLM shows AI Overview at 46.2% and ChatGPT at just 12.1%, confirming that TalentNeuron's Semrush visibility is inflated by non-buyer contexts.

Lightcast AI Visibility 25/100
Competitor BenchmarkLightcast — Score: 25/100, 1.1K mentions
Draup AI Visibility 17/100
Competitor BenchmarkDraup — Score: 17/100, 33 mentions

Lightcast leads at 25/100 with 8x more mentions (1.1K) and 7x more citations (3.1K). Draup scores 17/100 with only 33 mentions — yet our manual audit shows Draup has 7 Gemini citations vs. TalentNeuron's 1. Semrush scores don't capture platform-specific buyer-intent visibility, which is why companies use an AI visibility analysis platform like Xtrusio to test what decision-makers actually ask.

Why This Matters

All three companies score “Low” on Semrush AI Visibility. The entire workforce intelligence category is underserved in AI answers. This is why we use Xtrusio's buyer-intent methodology — automated scores treat all mentions equally, but our 25-query test reveals that TalentNeuron's real visibility gap is platform-specific (Gemini) and category-specific (SWP, skills taxonomy, diversity analytics).

Section 6

The Gemini Gap

Where TalentNeuron goes invisible during buyer discovery

When a people analytics leader asks Gemini about labor market intelligence platforms, Draup, Lightcast, and Eightfold get cited. TalentNeuron doesn't. Only 1 of 25 queries produced a TalentNeuron citation on Gemini — a 96% miss rate on Google's AI platform.

"I lead people analytics at a financial services firm and our internal data only tells half the story. What external labor market intelligence platforms do enterprise HR teams typically use?"

— The only query where TalentNeuron was cited on all 3 platforms (Q3). On Gemini, it ranked #3.

"We've been doing workforce planning in spreadsheets for years but it doesn't scale. What enterprise-grade strategic workforce planning software should we be evaluating?"

— TalentNeuron invisible on all 3 platforms. Anaplan, Workday Adaptive, Visier, and Orgvue get cited instead.
6 Questions: Invisible Everywhere
SWP software evaluation, skills taxonomy, AI talent monitoring, driver-based planning, EVP benchmarking, and diversity analytics — TalentNeuron was not cited on ANY platform for these 6 critical categories. These are categories TalentNeuron competes in daily.
Claude Knows the Story; Others Don't
Claude cites TalentNeuron's HRForecast acquisition 4 times, its advisory model, and its Gartner heritage. ChatGPT and Gemini know none of this. The content exists — it's a distribution problem, not a capability problem.
Same Question. Different Platforms. Different Winners.

TalentNeuron's content exists. Claude knows it. But Gemini — Google's AI platform that powers AI Overviews for billions of searches — doesn't. That's not a content problem. That's a distribution problem requiring third-party content amplification.

Section 7

AI Topic Authority Map

Which competitors own which topics in AI answers

CategoryAI LeaderTalentNeuron Status
Labor Market Intelligence (core)Lightcast (consensus #1)Strong #2 (3 platforms)
Multi-country LMI (50+ countries)LightcastStrong #2 (Claude + ChatGPT)
Location Intelligence (SSC/tech hub)LightcastStrong #2 (Claude + ChatGPT)
Skills Taxonomy & IntelligenceLightcast / Eightfold / GloatInvisible (0/75)
Strategic Workforce PlanningAnaplan / Workday Adaptive / OrgvueInvisible (0/75)
AI Talent MonitoringRevelio Labs / LinkedIn / LightcastInvisible (0/75)
Driver-based Workforce PlanningAnaplan / Workday Adaptive / OrgvueInvisible (0/75)
EVP BenchmarkingGlassdoor / LinkedIn / UniversumInvisible (0/75)
Diversity AnalyticsRevelio Labs / SeekOut / LightcastInvisible (0/75)
People Analytics ROIVisier / Orgvue / EightfoldInvisible (0/75)
Topic Cluster
Claude
ChatGPT
Gemini
Strategic Workforce Planning
60%
0%
0%
Labor Market Intelligence
80%
40%
20%
Skills Intelligence
60%
0%
0%
Location Intelligence
100%
75%
0%
Competitive Intelligence
50%
25%
0%
Automation & AI Impact
100%
0%
0%
Job Architecture
100%
0%
0%
Strategic Workforce Planning
Claude60%
ChatGPT0%
Gemini0%
Labor Market Intelligence
Claude80%
ChatGPT40%
Gemini20%
Location Intelligence
Claude100%
ChatGPT75%
Gemini0%
Competitive Intelligence
Claude50%
ChatGPT25%
Gemini0%
Location Intelligence: TalentNeuron's Strongest Category
100% citation on Claude and 75% on ChatGPT for location planning queries. TalentNeuron's 110+ country coverage and SSC comparison capability are well-recognized — but Gemini still shows 0%.
SWP & Skills: The Invisible Categories
Despite the HRForecast acquisition creating end-to-end SWP capability, TalentNeuron is invisible for “strategic workforce planning software” and “skills taxonomy” queries across ChatGPT and Gemini. Anaplan, Workday Adaptive, and Lightcast own these categories.
Section 8

Methodology

How we conducted this Xtrusio AEO/GEO Audit

This research is based on Xtrusio's proprietary AI visibility analysis framework, which studies how generative AI systems interpret, rank, and cite companies when answering real buyer questions.

Semrush AI Visibility Data
Pulled Semrush AI Visibility reports for talentneuron.com and 2 competitors (Lightcast, Draup). Analyzed scores, mentions, cited pages, and audience reach across ChatGPT, AI Overviews, AI Mode, and Gemini.
25-Query Buyer-Intent Testing
Tested 25 decision-maker queries across ChatGPT, Gemini, and Claude. Documented vendor mentions, positioning narratives, ranking positions, and citation patterns. Questions designed to mirror real CHRO, VP Workforce Planning, and People Analytics leader research during discovery.
Competitor Scope
Lightcast (broadest job posting data, 220K+ sources, education/government strength), LinkedIn Talent Insights (1B+ member profiles, recruiter insights), Draup (AI-powered, strong APAC) — all compete for the same enterprise HR buyer during workforce intelligence discovery.
Section 9

Recommendations

Prioritised actions to break the #2 ceiling and close the Gemini gap

Phase 1 — 0–30 Days
Close the 6 Invisible Categories
  • “Best Strategic Workforce Planning Software” pillar page featuring HRForecast integration, scenario modeling, and Seven Bs framework
  • “TalentNeuron vs Lightcast” comparison page with data depth, country coverage, and advisory model differentiation
  • Publish “TalentNeuron Skills Taxonomy: 65,000+ Skills” page targeting skills intelligence queries
  • Add schema.org structured data (Organization, SoftwareApplication, FAQPage) to all product pages
Phase 2 — 30–90 Days
Amplify the HRForecast Story Across Third Parties
  • Pitch the HRForecast acquisition narrative to Josh Bersin, People Analytics World, HR Executive magazine
  • Publish Lufthansa, Desjardins case studies with quantified outcomes for SWP and location intelligence
  • Get listed/reviewed on G2 and Capterra for “Workforce Planning Software” and “Labor Market Analytics” categories
  • Leverage the Roland Berger partnership for co-branded content targeting consulting buyer persona
Phase 3 — 90+ Days
Break the #1 Ceiling & Fix Gemini
  • Create “State of Workforce Intelligence” annual report with proprietary data Lightcast can't replicate
  • Target Gemini-specific distribution: Google Scholar citations, Google News coverage, YouTube thought leadership
  • Build EVP benchmarking and diversity analytics content to own the 6 invisible categories
  • Quarterly Xtrusio re-audits to track progress against Lightcast and measure Gemini gap closure
Continuous AI Visibility Tracking
Brands can improve their AI discovery using generative engine optimization tools like Xtrusio. An answer engine optimization platform helps companies appear more frequently in AI-generated responses — and quarterly re-audits measure whether new content is being picked up by AI systems.

The #2 Position is Fixable. The Gemini Gap is Closable.

Before Lightcast widens the lead and Draup cements its Gemini position, let's discuss how to make TalentNeuron the #1 recommendation.

This research report was generated using the Xtrusio Company Intelligence Module, which evaluates how a company appears across multiple AI systems and knowledge sources. The system analyzes AI citations across generative engines, competitive visibility gaps, persona-level question coverage, and authority signals influencing AI responses.

The findings presented in this report represent a snapshot of the company's current AI visibility and highlight strategic opportunities to improve how the brand is referenced and recommended by AI systems.