What Customers Say…and What Vendors Won’t Tell You
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Key finding: A Salesforce AI Research benchmark found LLM agents succeed at approximately 58% of single-step CRM tasks, dropping to 35% on multi-step tasks. Benioff also indicated roughly half of a 9,000-person support organization could be redeployed through Agentforce automation.
43,000+ reviews · 3-yr TCO model · CRM + Marketing
Read Report →Key finding: Salesforce Year-1 TCO for 25 seats is $116,700, 2.2x the advertised license cost of $52,500. Einstein AI add-ons, storage overages, and a dedicated admin requirement appear nowhere on the pricing page.
25-seat TCO model · Einstein pricing · Implementation costs
Read Report →Key finding: Adobe completed its $1.9B Semrush acquisition April 2026, and the Marketo precedent shows what happens to pricing after Adobe acquires a platform.
SEO · Content Marketing · B2B SaaS
Read Report →Explosive finding: CrowdStrike's Channel File 291 error caused the largest IT outage in recorded history, 8.5 million devices, $5.4B in Fortune 500 losses. SentinelOne had a separate outage 10 months later.
EDR · Cybersecurity · Enterprise
Read Report →Key finding: An Adobe Champion published that their team syncs only 20% of their Marketo database to Salesforce, and the Salesforce sync errors are documented at the API level.
Marketing Automation · Enterprise · B2B
Read Report →Key finding: Palo Alto's Prisma Access mindshare dropped from 16.8% to 10.4% year-over-year, while both platforms are losing ground in the category they helped define.
SASE · Network Security · Enterprise
Read Report →Key finding: M365 E5 includes Defender P2 at zero incremental cost, but M365 E3 only includes P1, with no EDR. The licensing map most IT teams have wrong.
EDR · M365 · Cybersecurity
Read Report →Key finding: Microsoft began enforcing Dynamics 365 Finance & Supply Chain Management licensing on January 15, 2026 (not Dynamics 365 Sales), users with misaligned licenses risk losing system access. Described as the most significant licensing change in 10 years.
CRM · Enterprise · Microsoft
Read Report →Explosive finding: Okta's October 2023 customer support breach affected 100% of its customer base. The company settled a $60M shareholder lawsuit. Its CISO said "I don't think we've bounced back yet."
IAM · Identity · Cybersecurity
Read Report →Key finding: Egress fees represent 6%-12% of typical cloud bills, and 95% of IT leaders have encountered unexpected cloud charges. The cost nobody models correctly.
Cloud · Infrastructure · FinOps
Read Report →Key finding: Asana cut its free plan from a 10-user legacy cap to 2 users on November 12, 2025 with minimal notice, and its Starter-to-Advanced price jump is 127%.
Work Management · SMB · Enterprise
Read Report →Key finding: Microsoft Defender Vulnerability Management is included in M365 E5 at zero incremental cost, a fact that changes every vulnerability management evaluation for Microsoft organizations.
VM · Cybersecurity · Enterprise
Read Report →Explosive finding: Customer-reported deployment experience contradicts the feature charts. Tanzu reviewers report wasting “over a year” on basic clusters, Red Hat’s lifecycle blog puts conservative OpenShift intake at six months, and NKP’s D2iQ lineage was standardized on by the U.S. Air Force.
Kubernetes · Cloud-Native · Enterprise
Read Report →Key finding: Smartsheet's SSO requires Enterprise tier, a 3x-5x cost increase from Business. The SAML deception that practitioners document after signing.
Project Management · Enterprise · ITSM
Read Report →Explosive finding: Palo Alto Networks completed a $25 billion acquisition of CyberArk in February 2026. Every multi-year contract signed now is a bet on Palo Alto's roadmap, not CyberArk's, the report draws a direct parallel to Broadcom/VMware.
PAM · Cybersecurity · Enterprise
Read Report →Explosive finding: At 500 GB/day logs with 30-day retention, Datadog's annual log bill alone exceeds $1 million. The cardinality trap that turns a $15/host plan into a six-figure invoice.
Observability · DevOps · Enterprise
Read Report →Explosive finding: The FTC sued Adobe for hiding cancellation fees, the complaint names a dedicated "Retention" team designed to prevent you from leaving. Trustpilot: 1.2/5.
Design · Creative · Marketing
Read Report →Key finding: Figma's Professional-to-Organization jump is 267%, from $15 to $55/editor/month. SSO requires Organization tier. Most teams discover this after signing Professional.
UI/UX · Design · Product
Read Report →Key finding: Microsoft Designer + Copilot Pro costs $240/year per user, double Canva Pro's $120/year, for a tool with fewer templates and no team collaboration.
Content Creation · Marketing · Design
Read Report →Key finding: Miro's Enterprise Flexible Licensing silently upgrades "Free" licenses to paid when users take certain actions, no confirmation prompt, immediate billing.
Whiteboard · Diagramming · Product
Read Report →Explosive finding: "Salesforce Marketing Cloud" is four separate products with four separate pricing models. Buyers who scope the wrong product line discover it months into the evaluation.
Marketing Automation · B2B · B2C
Read Report →Explosive finding: Power BI raised prices 40% on April 1, 2025, its first increase in a decade. And Tableau's Viewer licensing at $15/user/month means 500 viewers costs $90,000/year just for read access.
BI · Data · Analytics
Read Report →Key finding: Total Year 1 cost for a 500-user ServiceNow deployment is approximately $1 million, license, implementation, and admin staff combined. The number that never appears in the demo.
ITSM · IT Operations · Enterprise
Read Report →Explosive finding: For a 100-person team that needs AI features, Slack Business+ at $18,000/year is less expensive than Teams (free) + Microsoft Copilot at $21,600-$25,200/year.
Messaging · Collaboration · Enterprise
Read Report →Explosive finding: Zoom AI Companion is free on all paid plans. Microsoft Teams Copilot costs $30/user/month extra. For 50 users, that AI cost difference is $18,000/year.
Video · Conferencing · Collaboration
Read Report →Explosive finding: On June 1, 2026, GitHub replaced flat-rate billing with token-based pricing — the same shift Cursor made in June 2025, a year earlier, with the same kind of user backlash. Developers report costs jumping from $29/month to $750/month overnight. Windsurf, rebranded as Devin Desktop, remains the one flat-rate option at $15/month.
AI Coding · Developer Tools · Enterprise
Read Report →Explosive finding: Mailchimp's free plan has shrunk from 2,000 contacts to 250, an 87.5% reduction in four years. Reddit communities have applied the "enshittification" framework to Mailchimp unprompted.
Email Marketing · Newsletter · Creator
Read Report →Explosive finding: QuickBooks has raised prices every summer since 2023, Simple Start up 27%, Plus up 28%, Advanced up 38%. The median verified customer pays $900/year. Not the $19/month the ads suggest.
Accounting · SMB · Finance
Read Report →Key finding: Anaplan's Year 1 total cost of ownership runs $500,000-$2.5 million. Systems integrator fees alone run 1.5x-3x the license cost. Only 77% of Anaplan users rate cost fair relative to value.
CPM · FP&A · Enterprise Finance
Read Report →Explosive finding: A Snowflake 6XL virtual warehouse burns 512 credits per hour. At Enterprise pricing, that's $1,536/hour. Third-party case studies document $21,000/month in savings from warehouse rightsizing alone.
Data Platform · Cloud · Analytics
Read Report →Explosive finding: Workday's FSE minimum floor means if your workforce shrinks after signing, you keep paying on the contracted minimum headcount, not your actual employee count.
HRIS · HCM · HR Technology
Read Report →Explosive finding: Workday's FSE pricing floor meant a company that reduced headcount from 2,000 to 1,400 continued paying for 2,000 employees, an overpayment of approximately $864,000.
3-yr TCO model · FSE floor analysis · Implementation costs
Read Report →Explosive finding: A 20-agent Zendesk team with Advanced AI and QA add-ons pays $169,200/year, not the $27,600 the base plan suggests. A 6x gap between advertised and operational cost.
Customer Support · CX · Help Desk
Read Report →Explosive finding: Gusto's Simple plan has 4-day direct deposit. Next-day requires upgrading to Plus, a 63% base fee increase. Most small businesses discover this after their first payroll run.
Payroll · SMB HR · People Ops
Read Report →Explosive finding: DocuSign's 100-envelope-per-user annual limit applies to envelopes sent, not completed. A voided contract counts. A sales team of 5 sending 3 contracts per week exhausts the limit in 7 weeks.
E-Signature · Contract Management · Legal
Read Report →Explosive finding: NetSuite's OneWorld module charges $500–$1,000 per subsidiary per month. A company with 5 subsidiaries pays $30,000–$72,000/year in subsidiary fees before licensing a single operational module.
ERP · Mid-Market · Finance
Read Report →Explosive finding: Fewer than 4 in 10 employees with Copilot access actively use it. A 1,000-person organization at 20% adoption pays $288,000/year for unused software. Sourced from Microsoft's own partner ecosystem.
Enterprise AI · Productivity · CIO
Read Report →Explosive finding: Budget for 2-3x your expected consumption in the first 90 days. Every agentic AI platform uses consumption-based pricing that makes costs unpredictable at scale, and no platform makes pre-deployment cost modeling easy.
Agentic AI · Enterprise Automation · CIO
Read Report →Explosive finding: Notion discontinued its standalone AI add-on in May 2025. There is no incremental path from Plus to AI for new accounts. The choice is $10/user with no AI and no SSO, or $20/user with both.
Knowledge Management · Wiki · Productivity
Read Report →Explosive finding: Perplexity cut paid users' Deep Research limits from 600 per day to 20 per month without warning in late 2025, then directed affected users to upgrade to the $200/month plan.
Standalone AI · Knowledge Work · Enterprise
Read Report →Explosive finding: VendorBenchmark's analysis of 140+ Mimecast contracts shows 10-15 point renewal improvement when organizations credibly threaten to migrate to Microsoft Defender E5, included at zero incremental cost for E5 customers.
Email Security · Cybersecurity · CISO
Read Report →Explosive finding: Hootsuite's free plan is gone, entry is $99/month, and advanced analytics, modern inbox, data backfill, review management, and customer support are all gated to Enterprise. The entry price comparison to Sprout Social is meaningless until you know which features require Enterprise.
Social Media Management · Marketing · CMO
Read Report →Explosive finding: Marketing Hub Starter is $20/month. Marketing Hub Professional is $890/month, a 44.5x increase. Plus a mandatory $3,000 onboarding fee on the first invoice. Not optional. Not refundable.
Mid-Market CRM · Sales · Marketing
Read Report →Explosive finding: Atlassian raised Jira Data Center prices 15%-40% in February 2026 while simultaneously sunsetting the product. Every Data Center instance goes read-only March 28, 2029. Organizations paying more for software they will be forced to replace.
DevOps · Engineering · Agile
Read Report →Explosive finding: Box AI requires Enterprise tier at $35+/user/month. Document summarization and intelligent search are not available on Business ($15/user) or Business Plus ($25/user). If Box AI is why you are evaluating Box, budget at Enterprise from the start.
Cloud Storage · Content Management · IT
Read Report →Explosive finding: NICE CXone Elite tier adds $0.25/AI session on top of per-seat pricing. A contact center processing 50,000 monthly interactions with 40% AI handling generates $5,000/month in AI session charges before any per-seat cost.
CCaaS · Contact Center · CX
Read Report →Explosive finding: A 500 GB/day Splunk Cloud deployment with Enterprise Security costs $1.2M-$2.5M annually. At 5TB/day, ingestion costs alone reach $3.6M-$7.3M/year. And Splunk renewal quotes anchor to peak volume, making reduction nearly impossible.
SIEM · Security Operations · CISO
Read Report →Key finding: Smartsheet's 2024-2025 licensing model makes edit access billable by default: editors auto-convert to paid seats at quarterly reconciliation unless an admin downgrades them first. Airtable's record and automation caps force a 125% price jump with no middle tier. Notion pulled AI out of its affordable plan entirely.
No-Code · SMB Operations · Pricing Teardown
Read Report →Key finding: A SaaS company stacking international cards, currency conversion, subscription billing, and chargeback protection on Stripe pays a blended 7.8% effective rate — nearly triple the advertised 2.9%.
Payments · Fintech · Fee Stacking
Read Report →Explosive finding: BigCommerce marketed "zero transaction fees" for years as its edge over Shopify. On June 1, 2026, it quietly added a fee of up to 2% on non-embedded gateway orders — the exact promise it was built on.
E-Commerce · SMB · Pricing Reversal
Read Report →Explosive finding: Advisory firms report VMware renewal quotes running 2 to 5 times prior spend since Broadcom's takeover, with individual increases reported from 150% up to 1,200%. A 288-core estate costs $302,400 over three years at VCF list — the identical estate on Proxmox runs about $28,900.
Virtualization · Infrastructure · Pricing Shock
Read Report →Explosive finding: Microsoft raised nearly every commercial suite on July 1, 2026 — up to 43% on some SKUs — citing AI investment, while full Copilot remains a separate $30/user/month. Both suites now list at identical business-tier prices; Gemini is in Google's number, Copilot is on top of Microsoft's.
Productivity Suites · AI Pricing · TCO Teardown
Read Report →Explosive finding: Oracle's Java SE Universal Subscription bills $15 per employee per month for every employee — contractors and outsourcers included — whether or not they touch Java. A 500-person company pays $270,000 over three years for a runtime available free at the same certified standard.
Licensing · Java · Audit Risk
Read Report →Key finding: Zendesk redefined its AI billing unit twice in five months. HubSpot switched its entire pricing model with twelve days' notice and no grandfathering. Salesforce runs three incompatible pricing models simultaneously because none of them worked alone.
CX & Support · AI Pricing · SaaS
Read Report →Explosive finding: Two of the three CNAPP platforms here changed what they fundamentally are within eighteen months — Palo Alto Networks merged Prisma Cloud into Cortex Cloud, and Google closed a $32 billion acquisition of Wiz. Neither publishes list prices.
Cloud Security · CNAPP · M&A
Read Report →The next independent teardown of contract lifecycle management platforms — drafting, negotiation, redlining, and renewal workflows, and what they cost at scale.
Legal Tech · Contract Management · In Research
The next independent teardown of corporate card and spend management platforms, interchange revenue models, "free" cards that aren't free, and what the pricing pages don't show about who pays.
Fintech · Spend Management · In Research
These are short lists to help you evaluate products for application categories and use cases.
Marketing · AEO Stack
As AI engines replace traditional search for B2B buyers, visibility in ChatGPT, Perplexity, and Gemini is now a marketing priority. These tools cover the emerging AEO stack.
Security · Endpoint & Identity
The modern enterprise security stack has consolidated around a handful of best-in-class platforms. These are the tools security teams are evaluating in 2026.
CRM · Marketing Automation
The CRM and marketing automation landscape is consolidating. These are the platforms B2B revenue and marketing teams are evaluating, and the ones generating the most buyer questions.
Infrastructure · Cloud & DevOps
Cloud infrastructure decisions lock in costs and architecture for years. These are the platforms and tools worth evaluating before committing.
Productivity · Work Management
Work management platform decisions affect every team in the organization. These are the tools generating the most evaluation activity in 2026.
AI · Productivity & Content
The AI productivity tool category is the fastest-moving in enterprise software. These are the platforms with the most enterprise traction and the most buyer evaluation activity.
Products listed reflect independent editorial judgment. Inclusion does not indicate endorsement or commercial relationship. Updated quarterly. Submit a product for consideration: [email protected]
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