Talk to an Expert
← AI Pricing Observatory

// AI PRICING OBSERVATORY

Layer 03 of 3 · Pricing

The pricing layer.

What the units cost, on what rate card, under what rules. The terminal decision of the architecture.

Pricing is the computational rulebook, not the metric. Usage-based, credit-based, and outcome-based name families of value metrics, and the metric lives in the licensing decision. The pricing model is the machinery that turns a chosen metric and a packaged bundle into a rational net price on every invoice. This page collects the moves where that machinery itself moved, rendered live from the Observatory’s verified ledger.

01 · The decision

The terminal decision, and the visible one.

The pricing model is the rulebook that computes a rational net price for every combination of what you sell, at every volume you sell it at, consistent across every deal: the price points, the approved adjustments, the limits that hold it all together. It is the last of the three decisions in pricing architecture — the three structural decisions (licensing model, packaging model, pricing model) that determine how a software company captures value.

Terminal, because pricing attaches to a bundle that has already been packaged from rights that have already been licensed. That is what the canonical order means in practice: by the time a number moves, two deeper decisions are either holding it up or quietly failing underneath it.

The test for any pricing announcement, a competitor’s or your own: did the rulebook change, or did the unit underneath it change? Much of what the market files as pricing news is the second thing wearing the first thing’s name, and the two age on entirely different clocks. The Pricing Architecture Assessment runs that question across your own three layers in a few minutes.

02 · “We’re changing our rate card”

How do software companies change their rate cards?

A rate card change is the narrowest move a vendor can make and the most legible: a published rate moved against its own prior value, with the metric and the editions holding still. Nothing was re-licensed and nothing was re-bundled; how revenue is captured is the only thing that moved. That is what earns it the pricing layer.

It is also the move most often confused with its neighbors. A launch rate with no prior value is a new offer, not a change. A rate that moves because the unit changed is a licensing story in pricing’s clothes. The ledger separates these deliberately, so the table below carries true changes: rates with a before and an after, each verified against the vendor’s own statement.

Carry one question into the record: what does each vendor’s architecture let it change? A rate card that can move cleanly, without re-papering the grant or re-cutting the editions, is evidence of architecture underneath it. One that cannot is why so many of these announcements arrive tangled with the other two layers.

Source: SPP Pricing Observatory · 166 tracked moves across 28 vendors · last verified Sep 10, 2026.
DateVendorThe move
GoogleHalf price for workloads that can wait is a price on urgency: the vendor prices the buyer's flexibility instead of its own cost. SourcePricing · Rate cut · first
ReplitThe apology ran through the price lever; the meter survived intact. SourcePricing · Rate cut
SalesforceA list action carrying an AI story, and the AI story is the one that matters. SourcePackaging + Pricing · Rate increase · first
SalesforceFor the installed base the renewal-transition date is the real effective date. SourcePackaging + Pricing · Repackage · 2nd in 2 months
DeepSeekThe V3.2-Exp release cut API prices by more than half, effective immediately, and the vendor's stated reason was architectural: sparse attention cutting inference cost. SourcePricing · Rate cut · 2nd in 7 months
AtlassianA week after switching on its first live AI meter, Atlassian raised the price of the seat. SourcePricing · Rate increase · first
MicrosoftThe commercial echo of the consumer move eleven months earlier: capabilities in, price up. SourcePricing · Rate increase · 2nd in 10 months
ReplitThe team seat dissolved into a pooled meter: Teams was sunset, and the plan that replaced it prices a pool of tiered credits for up to fifteen builders with no per-seat fee, rollover included. SourceLicensing + Packaging + Pricing · Unit swap · 2nd in 8 months
HubSpotHubSpot's Breeze Agents bill per completed task: $1 per lead recommended for outreach, $0.50 per resolved conversation, framed as "pay when the task is complete." SourcePricing · Unit swap · 3rd in 7 months
CognitionOne year after minting it, Cognition took the ACU off the retail shelf. SourceLicensing + Packaging + Pricing · Unit swap · 3rd in 12 months
GitHubAuto bills at whatever model it picks, and at launch it picked only from the low end of the menu: models carrying a zero-to-one multiplier. SourcePricing · Rate cut
GitHubThe annual cohort was not migrated. SourcePricing · Terms change · 2nd in 10 months
GoogleThe ceiling experiment corrected: the top rung cut, a mid rung inserted underneath, and the same event rotated consumer limits from prompts toward compute. SourcePackaging + Pricing · Rate cut · 2nd in 10 months
GoogleThe bottom rung was cut nearly in half within months of reaching the home market, with the storage inside it doubled in the same season. SourcePricing · Rate cut · 3rd in 11 months
AnthropicAn introductory rate with a published end date is a promise about a future price, and this one landed in the same season the vendor was extending a different dated promise rather than keeping it. SourcePricing · Rate cut · first
OpenAIGPT-5.6 launched July 9 with Sol as the new flagship at $5 per million input and $30 output on short context, the same list price as the GPT-5.5 it superseded; OpenAI positioned Terra, at half that, as the 5.5 analog. SourcePricing · Rate cut · 2nd in 12 months
GoogleTwo price cuts at once: one on the rate card, one inside the tokens. SourcePricing · Rate cut · 4th in 12 months
OpenAIOne announcement, three prices. SourcePricing · Rate cut · 3rd in 13 months
MicrosoftMicrosoft matched OpenAI's July 30 price cuts in Azure Foundry effective August 1: GPT-5.6 Luna fell 80% to $0.20 per million input tokens and $1.20 per million output, and Terra fell 20% to $2.00 and $12.00. SourcePricing · Rate cut · first
DeepSeekA week later the footnote dropped the mechanism and kept the direction: 'We plan to raise the overall pricing for DeepSeek API services in the near future, with a significant increase expected. SourcePricing · Rate increase · first
DeepSeekThe raise landed August 16, 2026 at 16:00 UTC, exactly as the August 13 release note scheduled it. SourcePricing · Rate increase · 2nd consecutive
GoogleGoogle shipped a price with a return date. SourcePricing · Rate cut · 5th in 13 months
DeepSeekTwo footnotes changed in one update, moving in opposite directions. SourcePricing · Unit swap · first
AnthropicHeadline rates did not move; the cut landed on cache reads, the token class that repeats. SourcePricing · Rate cut · 2nd in 2 months
See every tracked move on the Observatory →

31 moves on the ledger; the 24 most recent shown.

[ Portable record ]Take this record with you. Open this panel, click once inside it to select the plain-text version, and paste it into your notes or deck. The source line goes with it.
Google · Jul 07, 2025 · Pricing · Rate cut · Half price for workloads that can wait is a price on urgency: the vendor prices the buyer's flexibility instead of its own cost. · https://developers.googleblog.com/scale-your-ai-workloads-batch-mode-gemini-api/
Replit · Jul 12, 2025 · Pricing · Rate cut · The apology ran through the price lever; the meter survived intact. · https://replit.com/blog/effort-based-pricing-recap
Salesforce · Aug 01, 2025 · Packaging + Pricing · Rate increase · A list action carrying an AI story, and the AI story is the one that matters. · https://www.salesforce.com/news/stories/pricing-update-2025/
Salesforce · Aug 17, 2025 · Packaging + Pricing · Repackage · For the installed base the renewal-transition date is the real effective date. · https://slack.com/blog/news/june-2025-pricing-and-packaging-announcement
DeepSeek · Sep 29, 2025 · Pricing · Rate cut · The V3.2-Exp release cut API prices by more than half, effective immediately, and the vendor's stated reason was architectural: sparse attention cutting inference cost. · https://api-docs.deepseek.com/news/news250929
Atlassian · Oct 15, 2025 · Pricing · Rate increase · A week after switching on its first live AI meter, Atlassian raised the price of the seat. · https://www.atlassian.com/licensing/future-pricing/cloud/list/pricing-tables
Microsoft · Dec 04, 2025 · Pricing · Rate increase · The commercial echo of the consumer move eleven months earlier: capabilities in, price up. · https://www.microsoft.com/en-us/microsoft-365/blog/2025/12/04/advancing-microsoft-365-new-capabilities-and-pricing-update/
Replit · Feb 24, 2026 · Licensing + Packaging + Pricing · Unit swap · The team seat dissolved into a pooled meter: Teams was sunset, and the plan that replaced it prices a pool of tiered credits for up to fifteen builders with no per-seat fee, rollover included. · https://replit.com/blog/pro-plan
HubSpot · Apr 02, 2026 · Pricing · Unit swap · HubSpot's Breeze Agents bill per completed task: $1 per lead recommended for outreach, $0.50 per resolved conversation, framed as "pay when the task is complete." · https://www.hubspot.com/company-news/hubspots-customer-agent-and-prospecting-agent-now-you-pay-when-the-task-is-complete
Cognition · Apr 14, 2026 · Licensing + Packaging + Pricing · Unit swap · One year after minting it, Cognition took the ACU off the retail shelf. · https://cognition.com/blog/new-self-serve-plans-for-devin
GitHub · Apr 17, 2026 · Pricing · Rate cut · Auto bills at whatever model it picks, and at launch it picked only from the low end of the menu: models carrying a zero-to-one multiplier. · https://github.blog/changelog/2026-04-17-github-copilot-cli-now-supports-copilot-auto-model-selection/
GitHub · Apr 27, 2026 · Pricing · Terms change · The annual cohort was not migrated. · https://github.blog/news-insights/company-news/github-copilot-is-moving-to-usage-based-billing/
Google · May 19, 2026 · Packaging + Pricing · Rate cut · The ceiling experiment corrected: the top rung cut, a mid rung inserted underneath, and the same event rotated consumer limits from prompts toward compute. · https://blog.google/products-and-platforms/products/google-one/google-ai-subscriptions/
Google · Jun 08, 2026 · Pricing · Rate cut · The bottom rung was cut nearly in half within months of reaching the home market, with the storage inside it doubled in the same season. · https://9to5google.com/2026/06/08/google-ai-plus-price-drop/
Anthropic · Jun 30, 2026 · Pricing · Rate cut · An introductory rate with a published end date is a promise about a future price, and this one landed in the same season the vendor was extending a different dated promise rather than keeping it. · https://www.anthropic.com/news/claude-sonnet-5
OpenAI · Jul 09, 2026 · Pricing · Rate cut · GPT-5.6 launched July 9 with Sol as the new flagship at $5 per million input and $30 output on short context, the same list price as the GPT-5.5 it superseded; OpenAI positioned Terra, at half that, as the 5.5 analog. · https://openai.com/index/gpt-5-6/
Google · Jul 21, 2026 · Pricing · Rate cut · Two price cuts at once: one on the rate card, one inside the tokens. · https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/
OpenAI · Jul 30, 2026 · Pricing · Rate cut · One announcement, three prices. · https://openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/
Microsoft · Aug 01, 2026 · Pricing · Rate cut · Microsoft matched OpenAI's July 30 price cuts in Azure Foundry effective August 1: GPT-5.6 Luna fell 80% to $0.20 per million input tokens and $1.20 per million output, and Terra fell 20% to $2.00 and $12.00. · https://azure.microsoft.com/en-us/blog/gpt-5-6-now-available-in-microsoft-foundry/
DeepSeek · Aug 09, 2026 · Pricing · Rate increase · A week later the footnote dropped the mechanism and kept the direction: 'We plan to raise the overall pricing for DeepSeek API services in the near future, with a significant increase expected. · https://api-docs.deepseek.com/quick_start/pricing/
DeepSeek · Aug 16, 2026 · Pricing · Rate increase · The raise landed August 16, 2026 at 16:00 UTC, exactly as the August 13 release note scheduled it. · https://api-docs.deepseek.com/quick_start/pricing/
Google · Aug 16, 2026 · Pricing · Rate cut · Google shipped a price with a return date. · https://ai.google.dev/gemini-api/docs/pricing
DeepSeek · Aug 23, 2026 · Pricing · Unit swap · Two footnotes changed in one update, moving in opposite directions. · https://api-docs.deepseek.com/quick_start/pricing/
Anthropic · Sep 01, 2026 · Pricing · Rate cut · Headline rates did not move; the cut landed on cache reads, the token class that repeats. · https://www.anthropic.com/claude-fable-and-mythos-5-1
The AI Pricing Observatory · Software Pricing Partners · softwarepricing.com/pricing-observatory/ · every move dated, cited, archived.

03 · The moves that only look like pricing

Two pricing announcements that live on the licensing page.

Two of the most common pricing announcements on the record are filed under licensing, and the filing is the teaching. A credit introduction is announced as a new way to pay; the decision underneath is a new unit of access. Cost-plus pass-through is announced as a formula; the core is the adoption of the supplier’s unit as your own value metric.

In both, the vendor announces the pricing surface while making a licensing decision, and the surface is the part that cannot hold on its own at renewal. If either of these is the move on your desk, read the licensing sections first, and if the rate on top is the part you are unsure of, talk to a pricing expert: the surface and the core price differently, and the difference is the work.

04 · The full record

The record is the market’s. The decision is yours.

Three layers, one architecture: the moves on these pages are what other software companies did, verified and dated, each read by a practitioner. What your company should do with the same situation depends on your own licensing, packaging, and pricing, which is where the work leaves the page. Start from the licensing layer, or go back to the full ledger.