Monday, September 21, 2026Verified technology journalism

The AI Agent Pricing Ledger: Every Dated Switch From Seats to Tokens to Outcomes

AI agents are being repriced in two opposite directions at once. Support agents have converged on per-outcome billing under $2, Intercom Fin at $0.99 per outcome, Zendesk at $1.50-$2.00 per automated resolution since August 2024, HubSpot joining in April 2026, while coding agents are splintering from flat seats into metered usage: GitHub Copilot retired its premium-requests model in favor of per-token AI Credits, and Devin retired its Core and Team plans for seat-plus-quota billing. We date every switch, vendor by vendor, with the pricing page behind each figure.

Support AI agents have settled on a price for their work: between 50 cents and two dollars per billed outcome or conversation. Coding agents are moving the other direction, dismantling the flat monthly seat into token meters. The six major products this ledger tracks record five pricing-model switches in the 22 months from August 2024 to June 2026, and every switch splits by vertical: support bills outcomes, code bills inputs.

Four prices anchor the support side. Intercom Fin charges $0.99 per outcome 1. Zendesk charges $1.50 per automated resolution 2. HubSpot's Breeze Customer Agent dropped to $0.50 per resolved conversation effective April 14, 2026 3. Salesforce's Agentforce Service Agent has been priced from $2.00 per conversation since its October 29, 2024 general availability 45. By ProvenBrief arithmetic, the median price of one billed support interaction now sits near $1.25, and four of the six products in this ledger bill per outcome or conversation: an Outcome-Pricing Share of about 67 percent at first reading.

Four prices, four different definitions of "outcome"

The price list looks like a converged market. The billing triggers underneath it do not agree. Salesforce's original meter is the conversation itself, priced from $2, and since May 15, 2025 it has also sold per-action Flex Credits (20 credits, $0.10 per action) alongside it 45. Zendesk charges only when a ticket is handled with no human intervention and stays closed through what Zendesk typically defines as a 72-hour quiet period 2. Intercom charges once per conversation when the customer confirms the issue is resolved, stops asking for more help, or when Fin completes a workflow 1. HubSpot halved its unit price while tightening its trigger, from $1.00 per conversation to $0.50 per resolved conversation, paid as 50 credits per resolution; its chief customer officer compresses the pitch to "You pay when it works, full stop" 3. A buyer comparing these four quotes is comparing four different meters wearing the same label, and Salesforce has sold a fifth, per-action meter alongside its own since May 2025.

What a billed support interaction costs, by vendorWhat a billed support interaction costs, by vendor. Vendor's stated price for one billed unit: a Fin outcome, a Zendesk automated resolution, a HubSpot resolved conversation, or an Agentforce conversation, in US dollars per outcome or conversation. 4 entries, from Agentforce (per conversation) at 2 to HubSpot Customer Agent (per resolved conversation) at 0.5.00.511.52HubSpot Customer Agent (per resolved conversation)0.5 *Intercom Fin (per outcome)0.99 *Zendesk (per automated resolution)1.5 *Agentforce (per conversation)2 *
What a billed support interaction costs, by vendorVendor's stated price for one billed unit: a Fin outcome, a Zendesk automated resolution, a HubSpot resolved conversation, or an Agentforce conversation (US dollars per outcome or conversation).
What a billed support interaction costs, by vendorVendor's stated price for one billed unit: a Fin outcome, a Zendesk automated resolution, a HubSpot resolved conversation, or an Agentforce conversation (US dollars per outcome or conversation)
Vendor and billed unitUS dollars per billed unitSource
HubSpot Customer Agent (per resolved conversation)0.5 (Effective April 14, 2026; previously $1.00 per conversation; paid as 50 HubSpot Credits per resolution)hubspot.com
Intercom Fin (per outcome)0.99 (Charged once per conversation)intercom.com
Zendesk (per automated resolution)1.5 (Resolution requires no human intervention and what Zendesk typically defines as a 72-hour quiet period)zendesk.com
Agentforce (per conversation)2 (Priced from $2.00 per conversation since its October 29, 2024 general availability)salesforce.com

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Coding agents turned the seat into a prepaid token voucher

GitHub switched Copilot's billing model twice in under a year. Billing for premium requests began June 18, 2025 across paid plans on GitHub.com 6; on April 27, 2026, GitHub announced that premium request units would be replaced on June 1, 2026 by GitHub AI Credits, consumed per token, input, output and cached alike, at each model's listed API rates, with one credit worth $0.01 78. The seat survives as a voucher: Copilot Pro at $10 a month includes $10 in monthly AI Credits, Pro+ at $39 includes $39, Business at $19 per user includes $19, and Enterprise at $39 per user includes $39, while code completions stay unlimited and unbilled 7. GitHub's stated reason is that agentic usage made the old model unsustainable, since a quick chat question and a multi-hour autonomous coding session could cost the user the same 7.

Copilot seats as prepaid token vouchersCopilot seats as prepaid token vouchers. Included monthly GitHub AI Credits per plan when usage-based billing took effect June 1, 2026, matching each plan's seat price, in US dollars of monthly AI Credits. 4 entries, from Copilot Pro+ at 39 to Copilot Pro at 10.010203040Copilot Pro10 *Copilot Pro+39 *Copilot Business (per user)19 *Copilot Enterprise (per user)39 *
Copilot seats as prepaid token vouchersIncluded monthly GitHub AI Credits per plan when usage-based billing took effect June 1, 2026, matching each plan's seat price (US dollars of monthly AI Credits).
Copilot seats as prepaid token vouchersIncluded monthly GitHub AI Credits per plan when usage-based billing took effect June 1, 2026, matching each plan's seat price (US dollars of monthly AI Credits)
Copilot planIncluded monthly AI Credits (US dollars)Source
Copilot Pro10 ($10 per month; monthly plans migrated to usage-based billing June 1, 2026)github.blog
Copilot Pro+39 ($39 per month)github.blog
Copilot Business (per user)19 ($19 per user per month)github.blog
Copilot Enterprise (per user)39 ($39 per user per month)github.blog

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Devin made the same move in the same month. On April 14, 2026, Cognition announced it was retiring Devin's Core and Team plans for a new lineup: Free, Pro at $20 a month, Max at $200, and a usage-based Teams plan with an $80 monthly minimum replacing the old Team plan's $500 entry point 9. For self-serve plans, overage beyond included quota is now billed in dollars at the underlying model cost instead of the earlier ACU accounting, and enterprise billing continues on ACUs 9. Previously free products, including Ask Devin, DeepWiki and Devin Review, began charging so that pricing reflects the real compute they consume 9.

Devin before and after the April 2026 relaunchDevin before and after the April 2026 relaunch. Stated price or minimum monthly spend of a Devin self-serve plan, before and after Cognition's April 14, 2026 lineup change, in US dollars per month. 4 entries, from Team plan (retired April 2026) at 500 to Pro (new) at 20.0125250375500Team plan (retired April 2026)500 *Teams (new, usage-based minimum)80 *Pro (new)20 *Max (new)200 *
Devin before and after the April 2026 relaunchStated price or minimum monthly spend of a Devin self-serve plan, before and after Cognition's April 14, 2026 lineup change (US dollars per month).
Devin before and after the April 2026 relaunchStated price or minimum monthly spend of a Devin self-serve plan, before and after Cognition's April 14, 2026 lineup change (US dollars per month)
Devin planUS dollars per monthSource
Team plan (retired April 2026)500 (Old entry point, replaced by usage-based Teams)cognition.com
Teams (new, usage-based minimum)80 (Minimum monthly spend)cognition.com
Pro (new)20 (Individual plan with included quota, introduced April 14, 2026)cognition.com
Max (new)200 (Introduced April 14, 2026)cognition.com

Download this table: CSV · JSON (all tables) · free to cite with attribution.

The dated ledger, every switch with its page

  • August 28, 2024: Zendesk announces outcome-based pricing for AI agents, billed per automated resolution 10.
  • October 29, 2024: Agentforce reaches general availability with Service Agent pricing from $2.00 per conversation 4.
  • May 15, 2025: Salesforce introduces per-action Flex Credits (20 credits, $0.10 per action, $500 per 100,000) alongside $2-per-conversation pricing, an addition, not a switch 5.
  • June 18, 2025: Copilot billing for premium requests begins across paid plans on GitHub.com 6.
  • April 14, 2026: HubSpot moves Breeze Customer Agent to $0.50 per resolved conversation and Prospecting Agent to $1.00 per recommended lead 3.
  • April 14, 2026: Cognition announces the retirement of Devin's Core and Team plans for seat-plus-quota billing with dollar-metered overage 9.
  • April 27, 2026: GitHub announces the June 1 replacement of premium requests with per-token AI Credits 7.
  • June 1, 2026: AI Credits take effect; premium requests survive only as legacy billing for annual Copilot Pro and Pro+ subscribers 11.

Two directions, one logic: bill the thing you can verify

The split is not a contradiction. It is accounting. A closed support ticket is a verifiable event, so support vendors can sell the result and define it contractually, down to a 72-hour quiet period 2. Nobody has agreed on what a verified unit of coding work is, and the vendors say so plainly: GitHub repriced because agentic sessions vary enormously in compute 7, and Cognition repriced so pricing reflects real compute 9. So coding bills the input. April 14, 2026 compresses the whole story into one day: the same morning HubSpot tightened its outcome trigger, Cognition bolted a meter onto Devin's seats 39.

For buyers, the consequence is two budget shapes. Support automation is becoming a cost per ticket that falls as resolution rates rise. Coding agents are becoming utility bills that rise with ambition. The ledger's open question: which coding vendor first dares to bill per merged change.

Every figure above was read from the vendor's own pricing, newsroom or documentation page, and every ledger entry carries the date the vendor stated, whether announcement or effect. Figures verified September 2026.

References

1.Intercomintercom.com
2.Zendeskzendesk.com
3.HubSpot, April 13 2026hubspot.com
4.Salesforce, October 29 2024salesforce.com
5.Salesforce, May 15 2025salesforce.com
6.GitHub Docsdocs.github.com
7.GitHub, April 27 2026github.blog
8.GitHub Docsdocs.github.com
9.Cognition, April 14 2026cognition.com
10.Zendeskzendesk.com
11.GitHub Docsdocs.github.com

Cite this story

ProvenBrief (2026). "The AI Agent Pricing Ledger: Every Dated Switch From Seats to Tokens to Outcomes." ProvenBrief. https://provenbrief.com/story/the-ai-agent-pricing-ledger-every-dated-switch-from-seats-to-tokens-to-outcomes

Free to quote and link with attribution. Republishing in full or AI-training use requires a license.

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