Zan Digital › Companies
Salesforce
Every piece of Zan Digital analysis that covers Salesforce — 39 pieces, each figure traced to a named source.
- 001SaaS Multiples in an AI Capex Slowdown: 3 ScenariosAI capex adds roughly 140 basis points to US growth in 2026. A slowdown would lift SaaS multiples on one side and crush them on the other. Three scenarios.140bp
- 002Agent Marketplaces: What Distribution Is Actually WorthEvery major platform launched an agent marketplace. In one editor's data, 3 agents took 92% of turns. What marketplace distribution is really worth.92%
- 003Incumbent Advantage: Why Worse Enterprise AI Keeps WinningGiven a free choice, just 8% of workers pick Copilot. Given only Copilot, 68% adopt it. Here is the incumbent advantage machine, and how challengers break it.8%
- 004Point Solutions: 3 Escape Routes From the SqueezeBuyers promised consolidation. In 2026 the average SaaS portfolio shrank 0.07% while multiples fell to 3.3x revenue. Three escape routes for point solutions.0.07%
- 005SaaS Categories AI Is Erasing, and 5 Getting StrongerWe scored 15 SaaS categories on origination, write authority, liability and substitutable work. 10 are being erased, 5 get stronger, and here is why.-57%
- 006Salesforce in the Agent Era: Platform, or Roadkill?Agentforce repriced Salesforce around consumption and autonomous agents. Whether the system of record survives when the interface stops mattering.~$2
- 007Software Procurement in 2026: The New CIO Scorecard45% of AI budget now comes out of existing software lines, per Redpoint's survey of 141 CIOs. The new evaluation criteria, and a scorecard you can copy.45%
- 008Agentforce Pricing: The $2 Conversation Break-Even MathSalesforce charges $2 an Agentforce conversation, or $0.10 a Flex action. The meter beats a $550 seat only below 275 conversations per seat a month.$0.10
- 009Agentforce vs Fin vs Breeze: 3 Prices, 3 MetersFin bills $0.99 per outcome, Breeze $0.50 per resolved chat, Agentforce $0.10 per action. The 10x gap is a unit mismatch. Normalised, the order inverts.10x
- 010AI Agent Liability: Who Pays When It Gets It WrongStandard AI contracts cap vendor liability at the fees you paid. Deloitte refunded 22% of a A$440,000 report. What buyers can actually recover in 2026.C$650.88
- 011AI Agent Pricing When Nobody Trusts the Agent YetGartner expects over 40% of agentic AI projects to be cancelled by 2027. Trust sets the price, not value. Here is a 4-rung AI agent pricing ladder.46%
- 012AI Billing: Credits, Tokens and the 20-Week DealCredits, tokens and AI units map to nothing a controller recognises. AI software now takes 16 to 20 weeks to buy, against 7 to 10 weeks for everything else.16-20 weeks
- 013AI Bundling vs Metering: Both Sides Have CasualtiesMicrosoft bundled Copilot and raised prices up to 45%. Salesforce metered and rewrote pricing 3 times. Both AI packaging strategies have casualties.45%
- 014Anthropic Enterprise Pricing: $20 Seats, Uncapped UsageAnthropic cut the Claude Enterprise seat to $20 a month and unbundled every token. Here is the strategic logic, and who absorbs the new volatility.$20
- 015Cost Per Ticket: Human vs AI Agent, With the Full ModelA human ticket costs about $12 on BLS wage data. At a 50% deflection rate, escalation turns a claimed 44% saving into 27%. The full model, with assumptions.$12.04
- 016Free Tier Economics: 43% of AI Products Offer Trials43% of AI-native products offer a free trial, against 61% of SaaS, in a 200-product survey. Free tiers are not vanishing. They are being metered instead.43%
- 017HubSpot Breeze Pricing: 3,000 Credits, 60 ResolutionsHubSpot moved Breeze onto credits and outcome pricing in April 2026. At 50 credits per resolved conversation, a Professional plan's 3,000 credits buy 60.50 credits
- 018Intercom Fin Pricing: What Counts as a ResolutionFin bills $0.99 per resolution and passed $100M ARR at 350% growth. Here is how a resolution is defined, where that definition breaks, and what to check.$0.99
- 019Outcome-Based Pricing Risks: 7 Clauses Buyers Must DemandOutcome pricing shifts risk to the vendor, then lets the vendor keep score. Here are 7 contract clauses that make a disputed AI agent outcome resolvable.24 hours
- 020Per-Seat Pricing Fell to 15%: An Autopsy of the NumberPer-seat pricing did not fall from 21% to 15% in twelve months. That pair of numbers is a Gartner prediction running to 2030. Here is what did move.21% to 15%
- 021SaaS Pricing Changes: 1,800 in a Year, What Vendors LearnedThe top 500 B2B and AI companies made 1,800 pricing and packaging changes in 2025, 3.6 each. What actually worked, what backfired, and what to copy.1,800+
- 022SaaS Renewal Increases: Grandfathered Pricing Is EndingAtlassian repriced legacy plans 18% to 40% while list plans rose 15%. Why grandfathered SaaS pricing is ending, and how to negotiate before renewal.18-40%
- 023Usage-Based Pricing Problems: The Concessions Buyers Win79% of surveyed enterprises hit AI cost overruns in the past year. Usage-based pricing broke predictability. These are the contract terms buyers now win.79%
- 024Value Metrics That Survive Automation, and How to MigrateSnowflake bills consumption and retains 125% of revenue. Asana bills seats and retains 96%. Here is how to pick a value metric that survives automation.125%
- 025ChatGPT vs Claude vs Gemini Enterprise: Admin ControlsChatGPT, Claude and Gemini Enterprise are close on model quality. Governance decides: admin controls, 180-day audit logs, 10 data residency regions.180 days
- 026Glean vs Copilot: The Permissions Gap Nobody DemosGlean vs Copilot is decided by permission plumbing. Microsoft syncs connector ACL changes only on a full crawl, daily by default. Glean falls back to 24 hours.30M
- 027n8n vs Zapier vs Make: The Billing Unit DecidesZapier Pro allows 1,500 agent activities a month, capped at 40 per run, or about 37 full-depth runs. n8n bills the identical agent loop as one execution.1,500
- 028AI Agent Payback: Why Every Function Says 6 MonthsSix commissioned studies report AI agent payback in under 6 months across six functions. The one with 420 respondents says 15. What that gap means.6 of 7
- 029AI Procurement Checklist: 5 Sections Most RFPs MissGartner expects over 40% of agentic AI projects to be cancelled by 2027. A 5-part procurement checklist for capability, data, cost, evals and exit terms.40%+
- 030AI Proof of Concept to Production: 8 Tests to Run FirstDeloitte reports 38% of organisations piloting agentic AI and 11% running it in production. Here are 8 production-shaped tests that close that gap.11%
- 031Agent Credentials vs Impersonation: The Audit VerdictMachine identities outnumber humans 109 to 1. Impersonation ships faster; dedicated agent credentials survive an audit. The decision, the costs, the migration.109:1
- 032Agent Identity: 109 Machine Accounts Per Human UserMachine identities outnumber humans 109 to 1, and 41% of identity breaches trace to weak non-human identity management. Here is what actually works.109:1
- 033AI Red Teaming for Agents: Building a Real ProgrammeNIST red teamers raised agent hijacking success from 11% to 81%. Here is how to scope, staff, run and report an AI red teaming programme for agents.81%
- 034B2B Case Studies: Ranked Last, Still the Top TacticVendor collateral ranked last with 1,862 buyers in 2026 while 74% read customer reviews. What replaces the B2B case study, and what the swap costs.74%
- 035Comparison Pages: The Rules Before You Name a RivalThe FTC has encouraged naming competitors since 1979, and peer-reviewed work ties citations to a 30% to 40% visibility lift. Here is the template and the rails.1979
- 036Marketing Attribution Broke: 68% of Searches End Unclicked68% of US Google searches ended without a click in early 2026. Here is which attribution methods survive dark discovery, and which ones quietly invent numbers.68.01%
- 037AI Layoffs vs Overhiring: What the Hiring Data SaysAI was named in 112,713 US job cuts through July 2026, up from 54,836 in all of 2025, while total announced layoffs fell 41%. The hiring histories disagree.112,713
- 038Generative UI vs Designers: The Craft Moves to ConstraintsGoogle's generative UI scored 1736 Elo against 1800 for human-designed sites. What runtime interfaces change about design systems, craft and hiring.1736.2
- 039Support Deflection at 60%: What Is Left for HumansDeflection at 60% removes the easiest contacts, not 60% of the work. Gartner expects half of AI-driven service cuts to be rehired by 2027. Here is the math.50%