The most useful thing about this story is what it is not. Rohit Patel, a director in Meta Platforms's Superintelligence Labs who spent eight years on the company's models, left in October 2026 to found Ndoc, a three-person startup that charges for tokens and stores every document as one open-spec file. Both incumbents are meanwhile selling AI by the seat: Microsoft put Agent 365 on the price list at $15 per user per month, and Alphabet is folding Gemini into every Google Workspace plan while raising list prices from February 10, 2027. The seat becoming the price unit, and the document becoming contestable, decides who captures the agent economy.
Agent 365 standalone price
$15
Per user per month, generally available May 1, 2026
Paid Microsoft 365 Copilot seats
30M+
Microsoft fiscal 2026 fourth-quarter results, July 29, 2026
Paid Microsoft 365 commercial seats
450M+
Disclosed on the fiscal 2026 second-quarter earnings call, Jan 28, 2026
Workspace list price from Feb 10, 2027
$7–$22
Per user per month, with Gemini included in every plan
Agentforce action price
$0.10
Per action on Flex Credits, current Salesforce list pricing
Ndoc team size
3 people
No outside funding, reported Oct 27, 2026
What actually happened
The Headline Reads Like a Defection; the Facts Are the Opposite
A widely shared headline — 'Meta AI director Rohit Patel leaves to take on Microsoft Office and Google Workspace' — is easy to misread, and several people read it as a defection to one of the two rivals. Patel never joined either rival: he spent eight years at Meta Platforms, most recently as a director in Superintelligence Labs working on its models, and left to build a competitor to both suites called Ndoc.
- A founder with a team of three and no outside funding, running Ndoc from Miami.
- Three surfaces inside one record: Stage for live slides, dashboards and simulations; Narrative for cited written analysis; Model for the datasets and Python behind it.
- Every document exports to one self-contained .ndoc.html file, and the format specification sits under an Apache 2.0 licence so other builders can write into it.
- Free to sign up, with customers paying for usage and tokens; an enterprise pilot is running alongside an alpha waitlist.
- A beta promised within weeks and a full launch planned for next year.
- Read-only sharing for colleagues who have no subscription — the deliberate removal of the seat from the reading experience.
What Patel carried out of Meta is a research record built around measurement. His benchmarks include a modality maturity index of 893 self-contained questions across five modalities, a general intelligence benchmark of 820 expert-authored problems, a 6,500-triplet multimodal set spanning 13 domains, and a wearables set on which open and proprietary models scored between 24% and 52%. Ndoc turns that instinct into a product: links every number in a document to the script that produced it, so a reader can ask the agent which line holds the formula.
Pricing architecture, 2026
Both Rivals Just Turned the Seat Into the Product
Microsoft put agents on the price list. Agent 365 became generally available on May 1, 2026 at $15 per user per month for anyone who manages or sponsors agents, and the new Microsoft 365 E7 bundle sells the combination for $99 per seat. Alphabet went the other way: Gemini now sits inside every Google Workspace plan, and list prices for Starter, Standard and Plus rise to $7, $14 and $22 per user per month from February 10, 2027.
| Surface | Vendor | List price | Unit of sale | Status |
|---|---|---|---|---|
| Agent 365 governance and identity | Microsoft | $15 per user per month | Per person who manages or sponsors agents | Generally available May 1, 2026 |
| Microsoft 365 E7 bundle | Microsoft | $99 per user per month | Per seat, bundling $30 Copilot, $12 Entra, $15 Agent 365 | Enterprise tier at launch |
| Microsoft 365 Copilot add-on | Microsoft | $30 per user per month | Per seat on top of a base licence | Enterprise list price |
| Google Workspace Starter, Standard, Plus | Alphabet | $7, $14 and $22 per user per month | Per seat, with Gemini in every plan | List prices effective Feb 10, 2027 |
| Agentforce on Flex Credits | Salesforce | $500 per 100,000 credits, about $0.10 per action | Per action, 20 credits each | Current list pricing |
| Agentforce conversations and user licence | Salesforce | $2 per conversation; $5 per user per month for the licence | Per conversation, or per user on top of credits | Current list pricing |
| Ndoc | Ndoc (private) | Free to sign up; customers pay for usage and tokens | Per token consumed | Enterprise pilot, alpha waitlist |
The attach rate is the weak point, and it shows where the money is not yet. Microsoft said paid Microsoft 365 commercial seats passed 450 million in January 2026, growing 6% a year, and that Microsoft 365 Copilot had passed 30 million paid seats by June 30, with net seat additions more than doubling quarter over quarter. That is roughly 7% of the base — leaving more than 90% of the installed seat base unconverted.
List price per user per month on agent-era plans
Consumption pricing sits far below any of these: an Agentforce action costs $0.10, so a single $30 Copilot seat covers 300 agent actions.
Unit: USD per user per month
Microsoft 365 Copilot add-on
Per seat on top of a base licence
30
Google Workspace Plus
Gemini included in every plan
22
Microsoft Agent 365
Standalone, general availability May 1, 2026
15
Google Workspace Standard
Gemini included in every plan
14
Google Workspace Starter
Gemini included in every plan
7
Salesforce Agentforce user licence
Requires Flex Credits on top
5
That gap explains why the incumbents keep repricing rather than discounting. A per-seat agent licence raises revenue per user on a base that is already paid for; per-token pricing lowers it. Salesforce shows how far the second model goes — an action on Flex Credits costs $0.10, a conversation costs $2, and the user licence is $5 a month on top of credits. A single $30 Copilot seat covers 300 agent actions, which makes the seat an expensive way to buy inference.
Sizing the prize
The Prize Is $81 Billion, and It Is Bigger Than Alphabet's Cloud Segment
Multiply Agent 365's $15 list price by the 450 million commercial seats Microsoft disclosed, then by twelve months, and the agent line alone turns 450 million seats into an $81.0 billion revenue line. For scale, Alphabet's entire Google Cloud segment did $58.7 billion of revenue in FY2025, up from $43.2 billion in FY2024.
- Agent 365 at list across the whole commercial base: $81.0 billion a year, which exceeds Alphabet's entire FY2025 cloud segment.
- Copilot at 30 million seats and $30 a month: about $10.8 billion a year at list, on roughly 7% attach.
- Jefferies' bull case for Muse — one billion users by the end of 2027 with 3% paying: also $10.8 billion a year.
- Salesforce's agent line already reported: Agentforce annual recurring revenue passed $1.5 billion, up more than 240% year over year, on $0.10-per-action pricing.
That is the sharpest number in the story. Meta's most-cited bull case for Muse lands on $10.8 billion a year, which is also roughly what 30 million Copilot seats are worth at Microsoft's list price. On those figures, Meta's consumer agent is valued as a smaller version of an enterprise product that already ships, and the enterprise product already exists.
- Alphabet: Google Cloud operating income went from $2.83 billion in Q2 2025 to $8.81 billion in Q2 2026, on revenue of $58.7 billion for FY2025.
- Microsoft: FY2026 revenue of $331.8 billion, Microsoft Cloud of $214.4 billion up 27%, and Azure revenue passing $100 billion for the first time.
- Both are harvesting the same trade from opposite ends — Microsoft repricing the seat, Alphabet repricing the seat and selling the tokens underneath it.
Meta's position
Meta Spent $33.9 Billion in a Quarter Without Owning a Workplace Seat
Meta Platforms's Muse sells a consumer subscription with no workplace distribution: it launched on September 8, 2026 as a personal agent running on a dedicated secure machine with a browser that can fill forms, negotiate and keep working after the app closes. Meta's own announcement describes a free tier plus subscription plans for people who want more, with distribution on iOS, Android and muse.ai and no enterprise offering anywhere in the release.
Reuters reported on September 22, 2026 that the paid Muse tiers are priced at $20 and $100 a month, that Muse logged 2.8 million downloads in its first 12 days on iOS and Android in the United States and Canada according to Apptopia, and that JPMorgan Chase's analysts argued it could become the most widely used consumer AI application since ChatGPT. The financial mirror of that gap is stark: Meta Platforms did $64.6 billion of revenue in Q3 2026, up 26% year over year, spent $20.05 billion on research and development and $34.91 billion on capital expenditures including finance-lease principal payments. Operating cash flow was $32.79 billion, so free cash flow turned negative at $1.16 billion in the quarter, with trailing capital expenditure of $104.4 billion against $133.1 billion of operating cash flow.
- Patel's Meta work — reinforcement learning and judging whether output can be trusted — is the capability enterprises demand before an agent touches a spreadsheet.
- None of that proves a strategy change: one director's exit is a signal, not a plan, and Meta has not said publicly that it is building a workplace surface.
- What is verifiable: Meta's Q3 filing describes Muse as agentic AI it intends to scale, and flags third-party AI token costs inside research and development.
- The counterweight: of the 64 brokerages covering Meta, 57 rate the stock buy or higher with a median target of $760, so the agent revenue line is already in the price.
The uncomfortable symmetry is that the asset Meta lacks is the one it does not have to build. Meta Platforms's apps reached 3.64 billion daily active people in September 2026, an enormous distribution asset — but a consumer login is not a workplace seat, and no amount of consumer reach substitutes for the licence an agent needs at work. Meanwhile the one product that could bridge the two, an agent that can be trusted with a file, is the one thing the departure took out of the building.
Supply chain
Tokens Up, Seats Down
Upstream, whoever wins, the tokens still have to be computed and stored — and Nvidia captures that work whichever surface wins. Data Center revenue reached $89.0 billion in the June 2026 quarter, up 117% year over year, on group revenue of $96.2 billion. Micron did $54.23 billion of revenue in its September quarter against $11.32 billion a year earlier, and $133.19 billion for the full fiscal year, at a $47.0 billion quarterly gross profit.
| Layer | Representative company | Latest reported revenue | What an open agent-native format does to it |
|---|---|---|---|
| Upstream compute | Nvidia | Q2 FY2027 revenue $96.2B; Data Center $89.0B, up 117% | Indifferent to who wins the surface — more surfaces mean more tokens |
| Upstream memory | Micron | FQ4 2026 revenue $54.23B vs $11.32B a year earlier | Inference mix pushes memory content per token higher with every agent session |
| Seat-priced work tracking | Atlassian | FY2026 revenue $6.57B, up 26%; subscription ARR $6.61B, up 23% | Its output is the artefact an agent generates for free, so seat value erodes first |
| Document storage | Box | Q2 FY2027 revenue $321.1M, up 9%; RPO $1.7B, up 15% | Self-contained files disintermediate stored, governed documents |
| System of record | Salesforce | Q2 FY2027 revenue $11.35B; Agentforce ARR above $1.5B, up 240% | Data gravity holds, and it has already repriced itself to $0.10 per action |
| Workflow system of record | ServiceNow | Trailing twelve months revenue $14.73B; Q2 revenue $3.99B, up 12% | Agents sit on top of the record rather than replacing it |
| Office suite challenger | Kingsoft Office | H1 2026 revenue RMB 3.31B, up 24.7% | Already sells AI inside subscriptions, so it gains if seat pricing breaks |
The mechanism is the point. An open document format lowers the cost of changing the model behind the document, so value migrates away from the model vendor and toward the compute vendor and the surface that meters usage. Salesforce has already made that move, from per-user seat licensing to $0.10 per action, and its agent revenue is compounding at more than 240% while Microsoft and Alphabet move the other way by adding per-seat AI charges to a base they already own.
The clearest cross-market proof that unbundling can work is a listed office suite already doing it. Kingsoft Office grew H1 2026 revenue 24.7% to RMB 3.31 billion while moving subscriptions toward AI-usage-based pricing inside the product rather than a separate agent licence. That is the shape Ndoc is betting the American market on, which means the model is not theoretical.
Horizons
What to Watch, and What Would Break This
Over the next two quarters, three things decide whether this is a story or a trend. Ndoc's beta is promised within weeks and a full launch in 2027; an open-spec format only matters if a platform adopts it. Microsoft's next quarterly report, covering the September quarter, will show whether the agent licence is being bought standalone or only inside the $99 bundle. And Meta Platforms has to show a workplace surface, a distribution partnership, or an explicit statement that it is not building one — its fourth-quarter results, due in late January 2027, are the natural window.
| Window | Milestone to watch | What would break the thesis |
|---|---|---|
| Now to early 2027 | Ndoc's beta and 2027 launch; whether any platform adopts the .ndoc.html format | No platform adopts an open format and every file still opens only inside a licensed tenant |
| Late 2026 to 2027 | Microsoft's September-quarter report and Copilot attach; Workspace repricing from Feb 10, 2027 | Copilot attach stalls near 7% of 450 million seats while token prices keep falling |
| 2027 to 2029 | Whether enterprises pay for output rather than access; whether Meta ships a workplace surface | Identity, permissions and compliance keep documents inside the tenant, leaving the seat intact |
Conclusion
Owning the Surface Wins, and Meta Is on Neither Side of the Trade
Microsoft has 450 million commercial seats, an agent licence at $15 and a Copilot add-on at $30, and it grew Microsoft Cloud 27% to $214.4 billion in FY2026. Alphabet has the seat, the token business and the operating leverage, with Google Cloud operating income tripling year over year to $8.81 billion in the June quarter. Meta Platforms has the models and 3.64 billion daily active people, but no workplace seat, and has just lost the director who was building the agent layer. If surfaces win, the winners are the seat holders and the token meters, and Meta is on neither side of that trade.
Ndoc, the company behind the exit
Founded
October 2026 by Rohit Patel, ex-director, Meta Superintelligence Labs
Team and funding
Three people, no outside funding
Pricing
Free to sign up; customers pay for usage and tokens
Format
.ndoc.html, specification under an Apache 2.0 licence
Surfaces
Stage, Narrative and Model inside a single record
Status
Enterprise pilot, alpha waitlist, beta within weeks, full launch in 2027
Listing
Private — no traded equity
Who actually owns the agent seat
- Muse's paid tiers are $20 and $100 a month for consumers; the September 2026 launch release mentions no enterprise product at all.
- With $33.9B of quarterly capital spending and no workplace seat, Meta's agent revenue stays consumer-bound through 2027.
- Losing an MSL director whose work was evaluation and reinforcement learning removes the trust tooling enterprise buyers require.
- Jefferies' $10.8B Muse scenario equals what 30 million Copilot seats are worth at Microsoft's list price — a bar the market has already cleared elsewhere.
- Agent 365 went generally available at $15 per user per month on May 1, 2026, opening a new seat line on 450 million commercial seats.
- Copilot's 30 million paid seats cover roughly 7% of that base, so the attach rate rather than the seat count decides whether the agent licence compounds.
- Short term, Microsoft Cloud grew 27% to $214.4B in FY2026 and Azure crossed $100B, so seat ownership already converts into cloud revenue.
- Long term, an open document format is the first credible attack on seat pricing, and Microsoft has the most seat revenue to lose.
- Workspace list prices rise to $7, $14 and $22 per user per month from February 10, 2027, with Gemini included in every plan.
- Google Cloud operating income tripled to $8.81B in Q2 2026 from $2.83B, showing agent pricing already carries operating leverage.
- Short term, FY2025 Google Cloud revenue of $58.7B gives Alphabet the balance sheet to out-subsidise Microsoft on agent seats.
- Long term, Alphabet owns a seat business and a token business at once, so it wins whichever unit the market settles on.
- Data Center revenue of $89.0B in the June 2026 quarter was up 117% year over year, and none of it depends on which workspace surface wins.
- Ndoc bills per token and keeps models portable, so more surfaces multiply inference demand rather than divert it.
- Long term, open formats lower the switching cost between models, shifting value from model makers to the compute they run on.
- Micron's fiscal Q4 2026 revenue of $54.23B compares with $11.32B a year earlier, with full-year revenue of $133.19B.
- Agent inference shifts the memory mix toward high-bandwidth content, so memory demand rises with token volume rather than seat count.
- Short term, quarterly gross profit of $47.0B shows the pull is physical supply, not a pricing artefact.
- Atlassian grew FY2026 revenue 26% to $6.57B but finished with a $53.8M net loss, spending nearly all of the growth defending a per-seat model.
- Its output is exactly the artefact an agent-native workspace builds for free, so seat value is what an open format attacks first.
- Long term, self-contained documents with linked scripts remove the reason to price work tracking per person.
- Box's Q2 FY2027 revenue of $321.1M, up 9%, rests on storing and governing documents — the layer a self-contained open file disintermediates.
- Short term, Ndoc's enterprise pilot tests whether colleagues read files without a seat, and a yes cuts into stored-document seat value.
- Long term, permissions and compliance are the durable part of Box's business, so the format threatens storage fees before it threatens compliance.
- Kingsoft Office lifted H1 2026 revenue 24.7% to RMB 3.31B with subscriptions moving toward AI-usage-based pricing.
- It is the listed office-suite challenger already selling AI inside the subscription, so it gains share if seat pricing breaks.
- But it still sells seats in a market where the AI bundle is the product, so the same repricing that helps growth now caps per-user upside.
