HOW NODES COMPARES
The Comparison Your Legal Team Actually Needs.
Mobley v. Workday is now a certified nationwide collective action. Kistler v.Eightfold is an FCRA class action. HireVue has been sued four times. Every Fortune 500 legalteam is re-evaluating AI hiring vendors. Here's the honest comparison — with data, notmarketing.
NODES vs Eightfold
Eightfold is the largest "Talent Intelligence Platform" on the market. Theyhave strong Fortune 500 relationships, broad integrations, and FedRAMP Moderate certification.Where they differ from NODES is fundamental: they scrape 1.5 billion external data points andprocess everything in their cloud. NODES learns from your own CRM, HRIS, and ATS data insideyour VPC. Here's what that difference actually means.
Where candidate Data Goes
NODES
Your VPC. Zero egress. Zero external API calls.
Eightfold
Eightfold's multi-tenant cloud. Customers have reported cross-tenant schema visibility
What the model learns from
NODES
YOUR CRM call transcripts, HRIS performance data, and ATS records. Success Profiles from your actual top performers.
Eightfold
1.5B external data points scraped from social media and public sources. Generic patterns, not your top performers.
Prediction target
NODES
Top performer production rate: 14.0% → 27.7% in controlled study across 6,053 agents. Withinchannel: Indeed 13.5% → 25.9%, Referral 20.4% → 32.2%.
Eightfold
Candidate-job "match score" (0-5 scale). No published correlation to actual job performance.
Legal approval
NODES
17 days at Fortune 500 carrier. VPC eliminates third-party data review.
Eightfold
4-6+ months in regulated industries. Cloud SaaS triggers DPA negotiation and security sign-off.
Active litigation
NODES
None. Clean record. SOC 2 Type II.
Eightfold
FCRA class action (Jan 2026, Kistler v. Eightfold, Cal. Super. Ct.). Alleges hidden "consumer reports" scoring applicants without disclosure. FCRA provides $100-$1,000 per willful violation — with 1B+ profiles in their database, the exposure is significant. Led by former EEOC Chair. Mobley v. Workday separately established AI vendors can be liable as employer "agents."
Model ownership
NODES
Customer-owned. Opensource (Llama). Portable — you keep it if you leave.
Eightfold
Proprietary. Their terms: "customizations are not operationally practicable."
Time to production
NODES
34 days, contract to live. Scores write into your ATS. 44+ native HRIS and ATS integrations — Workday, Greenhouse, ADP, UKG, Dayforce, SAP, and more.
Eightfold
3-6+ months typical enterprise implementation.
Ramp time impact
NODES
8-12 month ramp → 6 weeks. $54.35/day per person speed constant (p < 0.001).
Eightfold
No published ramp data. Optimizes time-to-hire, not time-to-productivity.
Pricing
NODES
$10K/month starting.Credits-based, unlimitedseats, roll over. $1.58Mverified savings at firstFortune 500 deployment.
Eightfold
$7-10 PEPM. ~$840K-$1.2M/year for 10K employees.Annual contract, seat-based. No published ROI data.
"Show me your controlled production rate data. Your R-squared. Your tenure-matched cohort comparison. And explain how Kistler v. Eightfold affectsmy company's liability as a customer."
A controlled study where the same roles, same regions, sameATS pipeline produced 14.0% top performers without their system and 27.7% with it. Or that8,181 ATS keywords were tested and zero predict production. Or a speed-to-production constantderived from actual hire-to-outcome data. They optimize matching. NODES optimizesoutcomes.
Evaluating Eightfold? We'll run both side by side against your data. 30 minutes with the founder— bring your legal team.
NODES vs Phenom
Phenom has built a strong Talent Experience platform — their career sites, chatbots, and candidate CRM are well-regarded, and they serve large enterprise clients. The difference is category: Phenom optimizes how candidates experience your hiring process. NODES predicts which candidates will actually produce once hired. They solve different problems. Here's when that matters.
Core capability
NODES
Predicts top performers: 80% accuracy,validated at Fortune 500 carrier. Multi-system data fusion (ATS + CRM + HRIS).
Phenom
Talent experience — career sites, chatbots, CRM. No performance prediction capability.
Where candidate data goes
NODES
Your VPC. Zero egress. Zero external API calls.
Phenom
Phenom's multi-tenant cloud. No VPC or on-prem option.
Intelligence source
NODES
YOUR CRM transcripts, HRIS performance data, ATS records. Success Profiles from your top performers.
Phenom
Generic AI on aggregate data. "Fitscoring" from skills matching. No company-specific performance correlation.
Legal approval
NODES
17 days at Fortune 500 carrier. VPC eliminates third-party data review.
Phenom
4-6+ months in regulated industries. Cloud SaaS with AI triggers extended review.
AI interview
NODES
Full AI interviews with transcript analysis, behavioral signals, production-outcome correlation.
Phenom
Chatbot for FAQs and scheduling. No AI interview capability.
Production outcome data
NODES
14.0% → 27.7%. $54.35/day speed constant.8,181 ATS skills tested across 10,362 agents —zero predict production after statistical correction.
Phenom
No production outcome data. No controlled studies. No accuracy metrics.
Post-hire intelligence
NODES
13 agents: Ramp, Attrition, Retention, Internal Mobility, Succession, Manager Intelligence, Onboarding, Training, Promotion Readiness, Workforce Planning.
Phenom
Primarily pre-hire: career site, CRM, chatbot. Limited post-hire.
Time to production
NODES
34 days, contract to live. 44+ HRIS and ATS integrations.
Phenom
2-4+ months typical implementation.
Pricing
NODES
$10K/month starting. Credits-based, unlimited seats.
Phenom
~$10K/month ($120K+/year). Seat and module-based. Each module =separate budget.
Model ownership
NODES
Customer-owned. Open-source, portable.
Phenom
Proprietary. Vendor-owned.
"Show me the correlation between your fit scores and actual job performance outcomes at any customer. And ask what happens to your candidate data inside their multi-tenant cloud."
Any correlation between their scoring and on-the-job production. Phenom optimizes the experience of getting hired. NODES predicts whether the person you hire will actually perform. At the Fortune 500 carrier, 59% of hires never produced a single sale — even after 2+ years. The experience was fine. The outcome wasn't.
Need more than a better career site? We'll show you what predicts production at your company. 30 minutes, your data.
HireVue pioneered AI-powered video interviews and serves thousands of employers globally. They have FedRAMP authorization and a large assessment library. They also carry the most regulatory exposure of any AI hiring vendor on the market — BIPA lawsuits, ACLU discrimination complaints, FTC filings, mandatory bias audits, and a public reversal on facial analysis. Here's the full picture.
Compliance record
NODES
Clean. Zero lawsuits. Zero regulatory actions. SOC 2 TypeII. HIPAA.
HireVue
4+ legal actions: BIPA lawsuit (Deyerler, Feb 2024),ACLU complaint (March 2025), CVS settlement(July 2024), FTC complaint (EPIC, Nov 2019).Removed facial analysis Jan 2020. NYC LL144mandatory bias audits.
Where candidate data goes
NODES
Your VPC. Zero egress. Video, transcripts, scores — all inside your perimeter.
HireVue
HireVue's cloud. Video recordings and biometric-adjacent data processed externally. Subject to BIPA.
What the model learns from
NODES
YOUR CRM transcripts, HRIS performance data, ATS records. Multi-system fusion from your top performers.
HireVue
Generic models from millions of external video interviews. Not your employees.
Prediction accuracy
NODES
80% top performer prediction. Controlled study: 14.0% →27.7% across 6,053 agents.
HireVue
"Employability scores" from video analysis. No published correlation to on-the-job performance.
Bias and audit
NODES
Full audit trail in your VPC: data sources, model weights, confidence interval, bias check. You audit everything.
HireVue
Required third-party bias audits under NYC LL144.Removed facial analysis after ACLU pressure. Ongoing legal exposure.
Legal approval
NODES
17 days at Fortune 500 carrier. VPC eliminates biometric data transmission concerns.
HireVue
Extended reviews due to biometric collection, video to external cloud, and active litigation.
AI interview approach
NODES
Behavioral signal analysis against production outcomes. Full transcript. No video analysis, no biometric inference.
HireVue
Video analysis of verbal and visual cues. Has faced legal challenges for methodology.
Time to production
NODES
34 days, contract to live. 44+ HRIS and ATS integrations.
HireVue
Not publicly disclosed.
Pricing
NODES
$10K/month starting. Credits-based, unlimited seats.
HireVue
Not publicly $35K-$100K+ annual contracts. Package-based.
Post-hire intelligence
NODES
13 agents across full talent lifecycle.
HireVue
Primarily screening and assessment. Limited post-hire.
"How does Deyerler v. HireVue, the ACLU complaint, the CVS settlement, and the FTC filing affect my company's liability as a customer? And show me the correlation between employability scores and actual job performance."
A clean compliance record. Or production outcome data from any customer. HireVue scores candidates on video cues. NODES scores candidates against your actual top performers using multi-system data fusion — ATS, CRM, and HRIS. One approach has been sued four times. The other runs inside your VPC with a full audit trail you control.
Concerned about your current vendor's legal exposure? We'll walk your compliance team through the architecture. 30 minutes.
Three Vendors. One Question. Where Does Your Candidate Data Go?
HireVue pioneered AI-powered video interviews and serves thousands of employers globally. They have FedRAMP authorization and a large assessment library. They also carry the most regulatory exposure of any AI hiring vendor on the market — BIPA lawsuits, ACLU discrimination complaints, FTC filings, mandatory bias audits, and a public reversal on facial analysis. Here's the full picture.
Eightfold
Data Location
Their multi-tenant cloud
Active Litigation
FCRA class action (Jan2026)
Production Outcome Data
None published
Phenom
Data Location
Their multi-tenant cloud
Active Litigation
None public
Production Outcome Data
None published
HireVue
Data Location
Their cloud (video + biometrics)
Active Litigation
4+ lawsuits (2019-2025)
Production Outcome Data
None published
NODES
Data Location
Your VPC. Zero egress.
Active Litigation
None. Clean record.
Production Outcome Data
14.0% → 27.7%. Controlled.Verified.
Mobley v. Workday established that AI hiring vendors can be held liable as agents of theemployers using them — a precedent that applies to every cloud-based vendor above. NODES isthe only platform where candidate data physically cannot leave your environment.
Concerned about your current vendor's legal exposure? We'll walk your compliance team through the architecture. 30 minutes.
