AI Visibility Re-Audit · Cycle 5 of 5

Insynctive Re-Audit
Did the needle move?

The prior audit ran on May 21, 2026 at 12:00 PM. 5 days later, this re-audit re-runs the identical 150-query panel and measures what changed.

CYCLE 3: May 21, 2026 at 12:00 PM
CYCLE 5: May 26, 2026 at 8:52 PM
150-QUERY LOCKED PANEL
CHATGPT · CLAUDE · GEMINI
Part A

The Story

What moved, why it moved, and what it means. Start here.

A.1 · Verdict
Did the needle move?

The change reading: what moved between cycles, and whether the movement is signal or noise.

Panel Visibility
21
+13 net flips
queries that flipped invisible → visible on the paired set (n = 150)
Significant · p=0.026
Combined Visibility
16.7%
+8.7pp
paired-set visibility rate · all platforms in the cycle
Share of Voice
11.9%
+7.0pp
vendor mention share across the tracked competitive set
Plan Attribution
0 / 0
positive impact
deployed prior items with positive cluster-level signal
The Verdict
Panel visibility improved — +13 net query flips (p = 0.0259).
Cycle ordinal 2 → ordinal 4 (5 days · paired set n = 150)

Panel verdict: significant (McNemar p = 0.0259, b = 8 regressions, c = 21 improvements)

A.2 · Action-Plan Scorecard
What we did since the prior cycle

Every prior plan item with shipping status and outcome.

A.2 · What shipped since the prior cycle

0 / 10
items shipped or fully attributed
0 / 10
partial — needs completion or follow-up
10 / 10
not yet shipped — re-flag for next cycle
A.3 · Synthesis
What moved, and why

The cross-cutting read. Per-dimension detail in Part B.

Effort → Outcome Map
No items from the prior plan (24 pending) have been deployed yet — there is no shipped work to attribute this cycle's movement to. Overall movement: overall visibility +8.7pp · SOV +7.0pp. See Part C for the carried-forward ledger.

These findings inform Part C — The Next Plan below.

Part B

The Measurements

Baseline measurement sections, delta-annotated. Click any section to expand.

B · Cycle Measurements
18 baseline sections, delta-annotated

Each section becomes a collapsible card with a one-line delta summary. Click any card to expand the full baseline measurement detail underneath.

Trend — every cycle in this series

Cycle labels link to that cycle's standalone report — the trend doubles as a series navigator.

CycleCompletedVisibilityHI win rateSOVQueries
Cycle 1May 7, 2026 at 12:00 PM1.4%100.0%3.4%150
Cycle 2May 20, 2026 at 12:00 PM10.7%50.0%6.8%150
Cycle 3 priorMay 21, 2026 at 12:00 PM8.0%40.0%4.9%150
Cycle 4May 26, 2026 at 8:00 PM
Cycle 5 currentMay 26, 2026 at 8:52 PM16.7%38.9%11.9%150
Part C

The Next Plan

Lineage-tagged. Every item carries its thread across cycles.

C.1 · Action Items
Next-Cycle Action Plan

Your sequenced go-do list — each item tagged with its carryover state so you can see what was tried before and what's genuinely new. Resolved items appear in the A.2 scorecard, not here.

Filter by carryover state:

0 ambiguous · click any chip to scope the cards below · cards open collapsed for scanning — click a card to read the detail.

L1NEWSitemap excludes the entire /resources content library, including all comparison pages

L1-001 — sitemap-geo.xml (the file referenced from robots.txt) and its two child sitemaps (pages-sitemap.xml, pricing-plans-sitemap.xml) list only 20 URLs covering the primary Wix-managed pages. The /resources content hub at /resources surfaces 30+ additional articles that are not in any sitemap: 6 platform comparison pages under /compare/* (Insynctive vs Employee Navigator, vs Benefitfocus+Selerix, vs Businessolver, Employee Navigator Alternatives, Multi-Tenant vs Employer-Direct, Standalone HRIS vs Integrated), feature deep-dives (/carrier-integrations, /reporting-analytics, /employee-benefits-decision-support, /compliance, /integrations, /integrations/adp-workforce-now, /white-label-benefits-administration-for-brokers, /benefits-administration-for-brokers, /for-service-providers, /employee-onboarding, /benefits-billing-reconciliation-guide), educational/blog content (/hr-document-automation, /i9-compliance-guide, /compliance-at-50-employees, /i9-compliance-in-onboarding, /hris-buyers-guide, /hris-vs-hcm, /hris-for-mid-market), data-integration articles (/data-integration-hub/why-payroll-benefits-sync-fails, /data-integration-hub/payroll-benefits-integration-approaches), calculators/templates (/resources/benefits-platform-tco-calculator, /resources/internal-business-case-benefits-platform, /resources/cfo-guide-benefits-platform-analytics), and a case study (/case-studies/enterprise-document-automation-fleet-compliance). These pages are reachable only through the /resources index page or sidebar nav links.

L1NEW/hr-solutions-product-overview is ~150 words of body content despite being the primary nav 'Product Lines' destination

L1-011 — The 'Product Lines' link in the primary nav routes to /hr-solutions-product-overview. The page renders four product-line headers (Document Automation, Comprehensive Benefits Administration, Human Resource Information Management, Insynctive Integrated Hub) plus an H1, but body content is roughly 150 words total — a few sentences per product line. Each product line links to its own deeper page, but the hub itself does not carry the substantive treatment an LLM would cite when answering 'what does Insynctive sell.' content_depth scores 0.2 for this page. The /our-clients hub (also linked from primary nav) has the same shape: ~400 words, generic broker pitch.

L1NEWEvery URL in pages-sitemap.xml shares the same lastmod, making the freshness signal unreliable

L1-012 — All 19 entries in pages-sitemap.xml carry an identical lastmod value of 2026-05-08. This is a Wix-generated stamp emitted at site re-publish, not an actual modification date for the individual pages. The /pricing-plans-sitemap.xml entry shows 2026-05-07. The same uniform-date pattern was observed in this client's prior re-audit (run-2026-05-20-1).

L1NEWHeading hierarchy on main nav pages is weaker than on the resources library

L1-013 — Resources-library pages (/compare/*, /resources/*, /carrier-integrations, /compliance, /reporting-analytics) use descriptive noun-phrase H2s that read as standalone passage labels (e.g., 'How Insynctive's Carrier Feeds Catch Errors Before the Invoice Arrives,' 'Compliance Capability Comparison: Insynctive vs PlanSource vs Businessolver'). The Wix-managed commercial pages use generic or stylistic H2/H3s — /features has 'Digitize / Secure / Automate / Comply' as standalone H2s; /pricing-plans/list uses 'PEPM' three times as H2; /flexible-hris-solutions mixes descriptive and label-style headings. The /demo page has its H1 phrase split across an H1 line and an H2 line ('Modernizing HR Operations with' / 'Customizable, Automated Solutions').

L1NEWJSON-LD schema markup could not be assessed; recommend manual verification

L1-014 — The fetch tooling used for this analysis returns rendered markdown rather than raw HTML, so JSON-LD <script type='application/ld+json'> blocks are not visible in the captured content for any of the 46 inventoried pages. Schema_coverage is therefore recorded as null across the inventory.

L1NEWMeta descriptions, canonical tags, and OG tags could not be assessed; recommend manual verification

L1-018 — The fetch tooling returns rendered markdown and strips <head> metadata. We cannot confirm whether each inventoried page has a unique meta description, an accurate canonical tag, or complete OG/Twitter card markup. The site has a www-host preference (the canonical hostname used throughout is www.insynctive.com) but kg.client.domain is the bare 'insynctive.com' — the canonical tag should resolve any ambiguity for AI crawlers.

L2NEWa88ad161ee7eBroker Competitive Displacement — /compare/employee-navigator-alternatives

L2-006 — The /compare/employee-navigator-alternatives page positions Insynctive as a forward-looking alternative but contains no analysis of why brokerages are reconsidering Employee Navigator now — the page reads as aspirational pitch rather than responding to the acquisition-driven anxiety driving these queries.

L2CARRIEDaa5144d8d7a2CFO HCM vs Best-of-Breed Decision Framework — /hris-vs-hcm

L2-007 — The /hris-vs-hcm page frames the HRIS vs HCM decision conceptually but does not provide CFO-facing financial decision criteria — buyers asking 'tradeoffs CFOs weigh between an all-in-one HCM suite and a best-of-breed benefits platform' find no TCO analysis, PEPM pricing comparison, or financial scenario model on this page, leaving the CFO's actual decision framework unanswered.

L2CARRIED27d6aff8c1baPayroll Integration Without HCM Switch — /integrated-data-hub-api-solutions

L2-008 — The /integrated-data-hub-api-solutions page describes Insynctive's integration hub in general terms but does not list specific payroll systems Insynctive connects to — buyers asking 'best platforms that play well with existing HRIS, payroll, and 401k systems' find no payroll partner list to evaluate, while Employee Navigator's integration page leads with '83 payroll partners' as a specific, citable claim.

L2CARRIEDc159d474688aPremium Overpayment and Reconciliation Evidence — /benefits-billing-reconciliation-guide

L2-009 — The /benefits-billing-reconciliation-guide does not quantify the cost of the problem it solves — buyers asking 'what does it actually cost a 500-person company to keep paying premiums for terminated employees nobody caught' find no dollar figure or percentage-of-payroll benchmark on this page, which is the first data point a CFO requires before authorizing a vendor evaluation.

L2CARRIEDdb4b8096cbeeTPA/Broker Platform Operational Depth — /white-label-benefits-administration-for-brokers

L2-010 — The /white-label-benefits-administration-for-brokers page describes Insynctive's white-label capabilities in general terms but provides no implementation timeline data — buyers asking 'Implementation speed: Employee Navigator vs PlanSource for onboarding new groups' find no specific Insynctive claim to evaluate against the 'days rather than weeks' promise.

L2CARRIED2c76ff6f4c6fADP Workforce Now Integration Depth and Competitive Differentiation — /integrations/adp-workforce-now

L2-015 — The /integrations/adp-workforce-now page does not specify bi-directional sync cadence, field coverage, or error-handling methodology — buyers asking 'technical questions about ADP Workforce Now integration depth and bi-directional sync cadence' find no specific technical claim on this page, while Employee Navigator's ADP integration content leads with specific sync frequency and field-level coverage data.

L2CARRIEDb43b4381a287Ad-Hoc Reporting and Document Automation Depth — /reporting-analytics

L2-016 — The /reporting-analytics page does not specify which report types HRIS administrators can run without filing IT tickets — the key differentiator buyers ask about ('ad-hoc enrollment and deduction reports without IT tickets') is a specific capability claim the page must make explicitly to be cited for requirements-building queries.

L2CARRIED66ca4eab4c0dConfigurable HRIS for Complex Employer Structures — /flexible-hris-solutions

L2-017 — The /flexible-hris-solutions page describes HRIS configurability in general terms but does not document specific use cases for multi-EIN organizations, union populations, or seasonal workforces — buyers asking 'configurability requirements for an HRIS supporting multi-EIN, union, and seasonal workforces' find no evidence that Insynctive has addressed these specific organizational structures.

L3NEW6d5c63838fa9Create /compare/open-enrollment-experience as a new comparison page: structure...

NIO-002-ON-1 — Create /compare/open-enrollment-experience as a new comparison page: structure as an H1 question ('Which benefits platform delivers the best open enrollment experience for mid-market employers?'), then a feature-row comparison table (Employee Navigator, PlanSource, Businessolver, Insynctive) covering mobile experience, carrier-specific form automation, OE timeline benchmarks, and employee decision-support tools. Include a dated 'Last updated' stamp and real carrier names throughout to maximize AI citation readiness. Register the URL in sitemap-resources.xml and add FAQPage schema markup.

L3NEW6d5c63838fa9Add an H2 section titled 'Open Enrollment Experience: How Insynctive Compares...

NIO-002-ON-2 — Add an H2 section titled 'Open Enrollment Experience: How Insynctive Compares to Employee Navigator and PlanSource' to the existing /employee-benefits-decision-support page — include a 3-4 row comparison table on decision-support tooling, employee self-service capabilities, and OE completion rate benchmarks. This creates a second citation surface for comparison-stage queries while the new dedicated page is in content review.

L3NEW6d5c63838fa9Pursue structured inclusion in G2 and Capterra category comparison grids for...

NIO-002-OFF-1 — Pursue structured inclusion in G2 and Capterra category comparison grids for 'Benefits Administration Software: Open Enrollment' — AI systems frequently cite G2 comparison matrices for feature-specific buying queries. Update Insynctive's G2 profile with quantified open enrollment feature data (carrier count, OE setup time, employee self-service rate) to feed into AI-cited comparison answers.

L3NEW6d5c63838fa9Pitch 3-5 HR practitioner publications (SHRM, HR Dive, Employee Benefits News)...

NIO-002-OFF-2 — Pitch 3-5 HR practitioner publications (SHRM, HR Dive, Employee Benefits News) a byline on 'Why Mid-Market Open Enrollment Still Takes Six Weeks — and How Automation Changes the Math,' authored by an Insynctive subject matter expert. Third-party citations from category-authority publications compound with the on-domain comparison page to build a multi-source citation footprint that increases AI confidence in Insynctive as a comparison-stage answer.

L2_L3NEWCarrier EDI and Connectivity Competitive Comparison — /carrier-integrations

L2L3-003 — The /carrier-integrations page does not state Insynctive's specific carrier count by benefit type (medical, dental, vision, ancillary, voluntary) — buyers asking 'must-have features for EDI across 100+ employer groups' find no carrier count claim to evaluate, while Employee Navigator's content leads with specific carrier totals (600+ carriers) that AI systems extract and cite as the benchmark answer.

L3NEW68ca4967e7e9Create /compare/insynctive-vs-businessolver-compliance as a new comparison...

NIO-004-ON-1 — Create /compare/insynctive-vs-businessolver-compliance as a new comparison page: H1 framing around a buyer decision ('PlanSource vs Businessolver vs Insynctive for ACA Compliance and Audit Prep — Mid-Market Comparison'), followed by a 4-column compliance capability matrix (ACA reporting, I-9 automation, HIPAA audit trail, DOL/IRS documentation, penalty exposure reduction). Add a 'Questions to ask your compliance vendor' FAQ section using question-as-H2 formatting to qualify for FAQPage schema. Include a dated lastmod and link to the /i9-compliance-guide and /compliance pages as supporting evidence.

L3NEW68ca4967e7e9Add an H2 section 'ACA Compliance Comparison: Insynctive vs PlanSource vs...

NIO-004-ON-2 — Add an H2 section 'ACA Compliance Comparison: Insynctive vs PlanSource vs Businessolver' to the existing /compliance page, structured as a 3-column capability matrix. This second citation surface can intercept comparison-stage compliance queries while the dedicated comparison page is in content review, and it ensures the /compliance page — currently classified as a feature page — gains a comparison-format section that AI systems can extract.

L3NEW68ca4967e7e9Contribute a compliance-focused byline or data brief to HR compliance trade...

NIO-004-OFF-1 — Contribute a compliance-focused byline or data brief to HR compliance trade outlets (SHRM HR Compliance, HR Compliance Expert, SHRM Executive Network) on 'ACA Compliance in Mid-Market Benefit Administration: A Platform Comparison Checklist for HR Directors.' Third-party compliance authority citations create a multi-source footprint that increases AI confidence in Insynctive as a compliance comparison answer.

L3NEW68ca4967e7e9Request structured inclusion on Capterra, Software Advice, and G2 compliance...

NIO-004-OFF-2 — Request structured inclusion on Capterra, Software Advice, and G2 compliance feature comparison pages — specifically 'ACA Compliance Features' and 'I-9 Compliance Automation' filter categories — so that AI platforms citing these aggregators for compliance comparison queries encounter Insynctive in the structured data alongside Businessolver and PlanSource.

L2_L3NEWOpen Enrollment Buyer Education and Requirements Framework — /premium-benefits-administration

L2L3-005 — The /premium-benefits-administration page is structured as a product pitch rather than an educational resource — buyers asking 'why does open enrollment still take six weeks for mid-market employers' find a page describing Insynctive's capabilities rather than a page that explains the root causes of OE delays and positions Insynctive as the solution. The buyer's problem-identification question goes unanswered.

FLAGGEDl2_001from base auditStrengthen /premium-benefits-administration for Open Enrollment + Decision Support queries

l2_001 — gap absent from UPR with no corroborating signal — possible re-cluster or instrument drift; routed for human review

CARRIEDl2_002from base auditAdd competitive comparison framing to /white-label-benefits-administration-for-brokers for broker-channel queries

l2_002 — not yet deployed and the gap is still present — carry forward

CARRIEDl2_003from base auditDeepen /integrations/adp-workforce-now for shortlisting and requirements queries on ADP integration depth

l2_003 — not yet deployed and the gap is still present — carry forward

CARRIEDl2_004from base auditRestructure /benefits-billing-reconciliation-guide for premium reconciliation shortlisting and CFO queries

l2_004 — not yet deployed and the gap is still present — carry forward

CARRIEDl2_005from base auditRestructure /integrated-data-hub-api-solutions for payroll-benefits integration shortlisting and CFO queries

l2_005 — not yet deployed and the gap is still present — carry forward

CARRIEDl2_006from base auditRestructure /reporting-analytics and /compare/insynctive-vs-benefitfocus-vs-selerix-reporting for ad-hoc reporting queries

l2_006 — not yet deployed and the gap is still present — carry forward

CARRIEDl2_007from base auditAdd multi-EIN and legacy-coexistence framing to /flexible-hris-solutions for configurable HRIS shortlisting queries

l2_007 — not yet deployed and the gap is still present — carry forward

FLAGGEDl2_008from base auditDeepen /carrier-integrations with EDI specification and carrier coverage data for account manager shortlisting

l2_008 — gap absent from UPR with no corroborating signal — possible re-cluster or instrument drift; routed for human review

FLAGGEDl2_009from base auditAdd self-service requirements and compliance comparison framing to /document-automation-process-management and /compliance

l2_009 — gap absent from UPR with no corroborating signal — possible re-cluster or instrument drift; routed for human review

CARRIEDl2_010from base auditStrengthen /hris-vs-hcm and /compare/standalone-hris-vs-integrated-benefits-platform for CFO stack-decision queries

l2_010 — not yet deployed and the gap is still present — carry forward

C.2 · Unified Priority Ranking
Cycle priorities — ranked

All actionable items ranked by sequence. Lineage tags carry the cross-cycle thread.

RankItemLayerLineageOwner
1Sitemap excludes the entire /resources content library, including all comparison pagesL1Newengineering
2/hr-solutions-product-overview is ~150 words of body content despite being the primary nav 'Product Lines' destinationL1Newengineering
3Every URL in pages-sitemap.xml shares the same lastmod, making the freshness signal unreliableL1Newengineering
4Heading hierarchy on main nav pages is weaker than on the resources libraryL1Newengineering
5JSON-LD schema markup could not be assessed; recommend manual verificationL1Newengineering
6Meta descriptions, canonical tags, and OG tags could not be assessed; recommend manual verificationL1Newengineering
7Broker Competitive Displacement — /compare/employee-navigator-alternativesL2Newcontent
8CFO HCM vs Best-of-Breed Decision Framework — /hris-vs-hcmL2Newcontent
9Payroll Integration Without HCM Switch — /integrated-data-hub-api-solutionsL2Newcontent
10Premium Overpayment and Reconciliation Evidence — /benefits-billing-reconciliation-guideL2Newcontent
11TPA/Broker Platform Operational Depth — /white-label-benefits-administration-for-brokersL2Newcontent
12ADP Workforce Now Integration Depth and Competitive Differentiation — /integrations/adp-workforce-nowL2Newcontent
13Ad-Hoc Reporting and Document Automation Depth — /reporting-analyticsL2Newcontent
14Configurable HRIS for Complex Employer Structures — /flexible-hris-solutionsL2Newcontent
15Create /compare/open-enrollment-experience as a new comparison page: structure...L3Newcontent
16Add an H2 section titled 'Open Enrollment Experience: How Insynctive Compares...L3Newcontent
17Pursue structured inclusion in G2 and Capterra category comparison grids for...L3Newmarketing
18Pitch 3-5 HR practitioner publications (SHRM, HR Dive, Employee Benefits News)...L3Newmarketing
19Carrier EDI and Connectivity Competitive Comparison — /carrier-integrationsL2_L3Newcontent
20Create /compare/insynctive-vs-businessolver-compliance as a new comparison...L3Newcontent
21Add an H2 section 'ACA Compliance Comparison: Insynctive vs PlanSource vs...L3Newcontent
22Contribute a compliance-focused byline or data brief to HR compliance trade...L3Newmarketing
23Request structured inclusion on Capterra, Software Advice, and G2 compliance...L3Newmarketing
24Open Enrollment Buyer Education and Requirements Framework — /premium-benefits-administrationL2_L3Newcontent
25Strengthen /premium-benefits-administration for Open Enrollment + Decision Support queriesFlagged
26Add competitive comparison framing to /white-label-benefits-administration-for-brokers for broker-channel queriesCarried
27Deepen /integrations/adp-workforce-now for shortlisting and requirements queries on ADP integration depthCarried
28Restructure /benefits-billing-reconciliation-guide for premium reconciliation shortlisting and CFO queriesCarried
29Restructure /integrated-data-hub-api-solutions for payroll-benefits integration shortlisting and CFO queriesCarried
30Restructure /reporting-analytics and /compare/insynctive-vs-benefitfocus-vs-selerix-reporting for ad-hoc reporting queriesCarried
31Add multi-EIN and legacy-coexistence framing to /flexible-hris-solutions for configurable HRIS shortlisting queriesCarried
32Deepen /carrier-integrations with EDI specification and carrier coverage data for account manager shortlistingFlagged
33Add self-service requirements and compliance comparison framing to /document-automation-process-management and /complianceFlagged
34Strengthen /hris-vs-hcm and /compare/standalone-hris-vs-integrated-benefits-platform for CFO stack-decision queriesCarried
C.3 · Workstream Mapping
Who does what, in parallel
Engineering / DevOps
parallel track
  • New Sitemap excludes the entire /resources content library, including all comparison pages
  • New /hr-solutions-product-overview is ~150 words of body content despite being the primary nav 'Product Lines' destination
  • New Every URL in pages-sitemap.xml shares the same lastmod, making the freshness signal unreliable
  • New Heading hierarchy on main nav pages is weaker than on the resources library
  • New JSON-LD schema markup could not be assessed; recommend manual verification
  • New Meta descriptions, canonical tags, and OG tags could not be assessed; recommend manual verification
Content Team
parallel track
  • New Broker Competitive Displacement — /compare/employee-navigator-alternatives
  • New CFO HCM vs Best-of-Breed Decision Framework — /hris-vs-hcm
  • New Payroll Integration Without HCM Switch — /integrated-data-hub-api-solutions
  • New Premium Overpayment and Reconciliation Evidence — /benefits-billing-reconciliation-guide
  • New TPA/Broker Platform Operational Depth — /white-label-benefits-administration-for-brokers
  • New ADP Workforce Now Integration Depth and Competitive Differentiation — /integrations/adp-workforce-now
  • New Ad-Hoc Reporting and Document Automation Depth — /reporting-analytics
  • New Configurable HRIS for Complex Employer Structures — /flexible-hris-solutions
  • New Create /compare/open-enrollment-experience as a new comparison page: structure...
  • New Add an H2 section titled 'Open Enrollment Experience: How Insynctive Compares...
  • New Pursue structured inclusion in G2 and Capterra category comparison grids for...
  • New Pitch 3-5 HR practitioner publications (SHRM, HR Dive, Employee Benefits News)...
  • New Carrier EDI and Connectivity Competitive Comparison — /carrier-integrations
  • New Create /compare/insynctive-vs-businessolver-compliance as a new comparison...
  • New Add an H2 section 'ACA Compliance Comparison: Insynctive vs PlanSource vs...
  • New Contribute a compliance-focused byline or data brief to HR compliance trade...
  • New Request structured inclusion on Capterra, Software Advice, and G2 compliance...
  • New Open Enrollment Buyer Education and Requirements Framework — /premium-benefits-administration
  • Flagged Strengthen /premium-benefits-administration for Open Enrollment + Decision Support queries
  • Carried Add competitive comparison framing to /white-label-benefits-administration-for-brokers for broker-channel queries
  • Carried Deepen /integrations/adp-workforce-now for shortlisting and requirements queries on ADP integration depth
  • Carried Restructure /benefits-billing-reconciliation-guide for premium reconciliation shortlisting and CFO queries
  • Carried Restructure /integrated-data-hub-api-solutions for payroll-benefits integration shortlisting and CFO queries
  • Carried Restructure /reporting-analytics and /compare/insynctive-vs-benefitfocus-vs-selerix-reporting for ad-hoc reporting queries
  • Carried Add multi-EIN and legacy-coexistence framing to /flexible-hris-solutions for configurable HRIS shortlisting queries
  • Flagged Deepen /carrier-integrations with EDI specification and carrier coverage data for account manager shortlisting
  • Flagged Add self-service requirements and compliance comparison framing to /document-automation-process-management and /compliance
  • Carried Strengthen /hris-vs-hcm and /compare/standalone-hris-vs-integrated-benefits-platform for CFO stack-decision queries
Methodology
How this re-audit was measured

Locked panel

The same 150 buyer queries were run in both cycles. Cycle 1 returned usable responses for 150; the 0 missing queries are excluded from paired tests.

Significance — McNemar's test

Paired data, tested with McNemar's exact test on per-query visible/not-visible flips. Combined panel: p = 0.026. Panel-level deltas reportable when significant; cluster-level remains directional only until power lifts.

Honest attribution

Visibility delta is primary evidence. Citation is corroboration. Causal language is calibrated to evidence strength — "consistent with," never "caused by."

Next-cycle measurement improvements

Starting next cycle, the platform set (ChatGPT · Claude · Gemini) will be locked for the engagement lifetime — no additions or swaps. Every query result will be tagged with the exact model version it ran against. These two changes eliminate the platform-drift and model-drift confounders that required caveats in this report.