Where AI is actually Moving Revenue

Salesforce documents AELA as a fixed-price, fixed-term agreement with unlimited access to covered Salesforce consumption services and no usage-based billing under that model. Scope is agreement-specific; no list price is published. Flex Credits, Conversations, Foundations, and seat add-ons remain public buying paths. AELA wins when broad adoption is certain and the flat fee beats the high consumption case. Metered spend wins when you are still in pilot, single-team, or seasonal burn. Full decoder at https://www.therevenueaireport.com/blog/agentforce-aela-vs-flex-credits

Salesforce announced Core, Advanced, and Max on September 3, 2026 for Agentforce Sales and Service, with Industries pricing to follow. Published U.S. list prices are Core $195 per user per month, Advanced $395, and Max $550, with included Flex Credits of 500,000, 1 million, and 2.75 million. CIO maps Core to the old Enterprise, Advanced to Unlimited, and Max to Agentforce 1, and Subscription Insider reports the pools are per organization per year and do not increase with every seat. Existing legacy pricing is unchanged and Agentforce 1 customers can move to Max at no additional seat cost. Full decoder at https://www.therevenueaireport.com/blog/salesforce-core-advanced-max-editions-flex-credits

Salesforce documents both models for Coworker in the same org. Seat-based pricing through Agentforce 1 Edition or Agentforce for Sales, Service, and Industries licenses makes CRM and optional Slack search unmetered for authenticated users on eligible licenses. Usage-based pricing bills through Flex Credits, Einstein Requests, or Data Services Credits. The trap: if the admin does not assign the user-based AI permission to each seat user, that user burns credits instead of using seat access. Guest and portal users stay on usage regardless. Data 360 sources add their own processing and query meters on top. Full decoder at https://www.therevenueaireport.com/blog/agentforce-coworker-seats-vs-flex-credits

Salesforce meters Agentforce Voice two ways. Voice Actions cost 30 Flex Credits in production (24 in sandbox). Voice Minutes cost 60 Flex Credits per production minute (48 in sandbox). They are mutually exclusive on the Order Form: if you purchase Voice Minutes, Voice Actions do not apply. Telephony is a separate line. Full decoder at https://www.therevenueaireport.com/blog/agentforce-voice-actions-vs-voice-minutes

Koa is Salesforce's first CRM reasoning model for Agentforce, announced Sep 15, 2026. Salesforce post-trained NVIDIA's Nemotron 3 Super with a proprietary synthetic dataset, says no customer data was used to train it, controls the weights, and runs post-training and inference inside its trust boundary. It is not GA: the press release says Koa is available to select pilot customers now in Agentforce, with general availability expected winter 2026 in U.S. regions. Treat Koa as a model-provider choice inside Agentforce, not a new interface layer like AIforce and not a Flex Credits usage type. Full decoder at https://www.therevenueaireport.com/blog/salesforce-koa-agentforce-pilot-vs-ga

AIforce is Salesforce's live interface layer, announced Sep 15, 2026, that brings Salesforce data, workflows, logic, permissions, and governance to any AI interface. Agentforce is the digital workforce layer; Claudeforce, Slackforce, and Agentforce Coworker are the first AIforce surfaces. Salesforce's Sep 16 Koa announcement adds an enterprise reasoning model for Agentforce processes, currently in limited customer pilots, without changing that map. Claudeforce is available to all customers in beta, not GA, and pricing and packaging are subject to change. Full decoder at https://www.therevenueaireport.com/blog/aiforce-vs-agentforce-claudeforce-slackforce

Digital Wallet is still the source of truth. Salesforce's August 18, 2026 post says the AiAgentGenerativeAiUsage DMO provides token counts, not Flex Credits directly, and that token-to-credit conversion is a close approximation for trend analysis, while Digital Wallet is the single source of truth for exact Flex Credit consumption, billing verification, and contractual overage calculations. Standard actions bill flat at 20 Flex Credits regardless of token count. Full decoder at https://www.therevenueaireport.com/blog/agentforce-usage-data-model-vs-digital-wallet

Salesforce sells Flex Credits three ways: PayGo (no upfront commitment, pay for what you use, billed monthly in arrears), Pre-Commit (baseline usage commitment, no upfront payment, true-up at term end), and Pre-Purchase (upfront payment for a set amount that draws down over the term). Unused Flex Credits do not roll over into subsequent subscription terms. Full worksheet at https://www.therevenueaireport.com/blog/agentforce-flex-credits-paygo-vs-precommit-vs-prepurchase

Help Agent bills on resolutions. The Flex Credits Rate Card updated 08.31.2026 lists Help Agent Resolutions at 400 credits in production and 0 in sandbox, and Salesforce's pricing page lists $2. A session bills only with at least two turns, no explicitly negative final feedback, and either no human escalation or explicitly positive feedback. Escalation or walk-away is free. Full decoder at https://www.therevenueaireport.com/blog/agentforce-help-agent-resolution-400-credits

Salesforce’s Foundations FAQ grants 200K Agentforce Flex credits as a one-time pilot grant with overage fees after, not a monthly refresh. At the published rate card that is about 10,000 standard production actions, so run the outgrow test before treating Foundations as production budget. Full decoder at https://www.therevenueaireport.com/blog/agentforce-foundations-flex-credits-outgrow

Yes, one shared pool. Salesforce’s Flexible Buying Models FAQ states Flex Credits can be spent across Agentforce and Data 360 with no upfront allocation required, and the Flex Credits Rate Card updated 08.31.2026 meters both against the same credits. Salesforce’s own Agentforce pricing examples exclude Data 360 credits. Full decoder at https://www.therevenueaireport.com/blog/agentforce-flex-credits-shared-with-data-360

Sandbox is not free. Salesforce’s Flex Credits Rate Card updated 08.31.2026 applies a sandbox multiplier to pre-production environments including scratch orgs. Standard and custom actions bill 20 credits in production and 16 in sandbox. Voice actions bill 30 and 24. Full decoder at https://www.therevenueaireport.com/blog/agentforce-sandbox-flex-credits-rate

At Salesforce published list prices, a standard action costs $0.10 and a conversation costs a flat $2, so the break-even is 20 standard actions per conversation. Below 20, Flex Credits win at list. Above 20, Conversations win at list, and the org cannot mix the two models. Full worksheet at https://www.therevenueaireport.com/blog/agentforce-flex-credits-vs-conversation-breakeven

One written before go-live that covers how to reverse what the agent did, who can pull it without a committee, and how you prove the reverse worked. Seven action classes, a one-page plan, and a named freeze owner at https://www.therevenueaireport.com/blog/ai-agent-rollback-plan-before-production

Nobody audits it unless you write the right in. The vendor defines the billable unit, detects it with its own system, and holds the only full-fidelity record, so the audit clause and your own parallel count must exist before signature, not at the first true-up. Clause set and parallel-count owner at https://www.therevenueaireport.com/blog/who-audits-the-agent-meter

Digital Wallet alerts on consumption but does not block it, so overage keeps accruing unless you build your own kill switch with a named owner and a written threshold. Full decoder at https://www.therevenueaireport.com/blog/agentforce-digital-wallet-no-kill-switch

Digital Wallet is org-level billing visibility, not automatic BU chargeback. Tag cohorts by cost center before scale, allocate month-end wallet burn by tagged share, and name RevOps on the allocation table and Finance on the journal entry. Full decoder at https://www.therevenueaireport.com/blog/agentforce-flex-credits-bu-chargeback

Yes. Salesforce meters headless consumption tied to your edition's API headroom, and customers contract separately with Anthropic for Claude inference. Stokes told VentureBeat you cannot buy it on one piece of paper at the moment. Budget two lines with two owners and no invented Claudeforce seat price. Full decoder at https://www.therevenueaireport.com/blog/claudeforce-two-contracts-two-meters

Model actions rather than conversations, measure actions per completed task, set a cohort ceiling and a written kill threshold because Digital Wallet has no kill switch, then reconcile the arrears invoice back to the in-month reading at close. Full forecast-and-close model at https://www.therevenueaireport.com/blog/agentforce-flex-credits-forecast-and-close

Check the SKU codes on the signed order form and confirm in Digital Wallet whether prompts consume Einstein Requests or Flex Credits. A1E/A4X burns Flex Credits only. E1E/E4X and some pre-October 24, 2025 Foundations paths still split Einstein Requests for prompts and Flex Credits for actions. Full decoder at https://www.therevenueaireport.com/blog/agentforce-sku-flex-credits-or-einstein-requests

An independent weekly publication that measures what revenue teams actually got from AI by function, and publishes what they turned off. It maintains four named frameworks: the Proof Gap, the Reversal Ledger, the Eight-Seat Read, and Optimization Theater. Founded and edited by Jonathan Kvarfordt. Frameworks are at https://www.therevenueaireport.com/frameworks

Director level and above at companies of 100 or more people, weighted to mid-market and enterprise VP and C-suite GTM and revenue leaders. CRO is in the set, not the whole set. It also covers enablement, RevOps and GTM engineering, sales, customer success, marketing, partners, business development, leaders, and founders.

The Proof Gap is the measurable distance between an organization's AI spend and its AI-attributable revenue in a quarter. You bought the tools, the pilots ran, the time savings got reported upward, and you still cannot show what changed in revenue. Definition and formula at https://www.therevenueaireport.com/frameworks/proof-gap

The Reversal Ledger is the running public record of AI deployments companies had to undo. Each row names the company, the tool where it is disclosed, the function, the failure mode, the date, and the source. Framework at https://www.therevenueaireport.com/frameworks/reversal-ledger and the live record at https://www.therevenueaireport.com/reversal-ledger

Analyst firms sell research and advisory to the vendors they cover. Vendor case studies are marketing written by the seller. The Revenue AI Report takes no vendor money for coverage, publishes its methodology with every number, and maintains the Reversal Ledger, a public record of AI deployments companies undid. One sponsor per issue, placed next to the evidence and never inside it.

74% of 2,527 senior decision makers had already rolled back or shut down a deployed AI communications agent, and 98% were increasing investment anyway. S&P Global Market Intelligence found 42% of businesses scrapped most of their AI initiatives in 2025, up from 17% the year before. Gartner predicts 30% of generative AI projects will be abandoned after proof of concept. The full sourcing is at https://www.therevenueaireport.com/research/rollback

74% of 2,527 senior decision makers had already rolled back or shut down a deployed AI communications agent, and 98% were increasing investment anyway. The rate is higher, not lower, among teams that describe their guardrails as mature. Charts and sources are at https://www.therevenueaireport.com/research/rollback

Measure it by function, against a pre-AI baseline, on outcomes rather than activity. Only 22% of finance leaders can tie AI spend to a business outcome today. The Revenue AI Report publishes spend against attribution, by seat, at https://www.therevenueaireport.com/research/spend-vs-attribution

Optimization Theater is a year of pilots, dashboards, and reported time savings presented upward as transformation. Activity is measured, adoption is celebrated, and no revenue outcome changes. It is the visible behavior that produces the Proof Gap. Definition at https://www.therevenueaireport.com/frameworks/optimization-theater

Bring a function-level number with a named source, a pre-AI baseline, and the list of what you turned off and why. Reporting AI impact to the board is covered at https://www.therevenueaireport.com/blog/reporting-ai-impact-to-the-board and the documented reversals are at https://www.therevenueaireport.com/reversal-ledger

Weekly, on a five-pillar rotation: Reality Check, The Teardown, Benchmark, Post-Mortem, and the Operator Playbook.

Yes. One sponsor per issue. No sponsor sees an issue before it goes out, no sponsor picks a case, and no sponsor buys a paragraph. Sponsors sit next to the evidence, never inside it. Reach out via the Contact and Sponsor page.

The Claudeforce wait-versus-buy decoder at https://www.therevenueaireport.com/blog/claudeforce-wait-or-buy covers open beta for all customers as of Sep 15, 2026, still no GA and no published price, and the four questions to put to your Salesforce AE in writing.

The five CRM truth tests are at https://www.therevenueaireport.com/blog/pipeline-truth-test-for-ai

The six pre-signature kill criteria are at https://www.therevenueaireport.com/blog/ai-sdr-kill-criteria-before-you-sign