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A fine-tuned model that lets AI agents edit Word documents · United States

Vespper: Product, team and how it was built

Small teamFundedB2BDeveloper tools

Vespper (A fine-tuned model that lets AI agents edit Word documents, United States): Self-serve paid plan on sale, November 2026. Evidence grade E: no revenue figure was checked. Team: 2 co-founders; team size 2 on Y Combinator's company page, November 2026. Launched March 2024; still running.Added

Outcome
Self-serve paid plan on sale, November 2026
Evidence
E no revenue figure was checked
Launch
March 2024
Status
Still running
Team
2 co-founders; team size 2 on Y Combinator's company page, November 2026
Outside funding
Y Combinator Fall 2024 batch; no amount stated in the sources read
Main channel
Not stated
No revenue figure

What is not verified

No revenue figure was found, so the story is grade E. The home page, pricing, about, security, privacy and terms pages, the blog and the Y Combinator pages were read. The company says self-serve card billing is included, and no source states that a customer has paid. A reader could look for a payment-processor profile, a press interview or a named customer. Y Combinator says the company was founded in 2024, and the oldest dated page is from March 2024 under the name Merlinn. This story is grade E: the business is real and its product, price and customers are described from public pages, but no revenue figure was checked. Aiolum shows it as an idea worth studying, not as proof that it makes money.

Vespper is a service for DOCX editing, which means changing a Word file. A DOCX file is a zip archive of XML files, a verbose text format that costs an AI model many tokens. Vespper shows the agent HTML instead, and a reconciler model writes each change back into the original file. The service is an MCP server, a standard way for an AI agent to call outside tools.

Topaz Turkenitz and Dudu Lasry run the company; Y Combinator lists the team size as 2. The company's own pages date from March 2024, when the product was an AI helper for on-call engineers called Merlinn. It then became Vespper, moved to an AI document editor, and launched the Word MCP on 1 September 2026. The pricing page lists a free plan with 500 edits and a Starter plan at US$100 a month for 10,000 edits.

No revenue figure, customer number or named paying customer was found, so the story is grade E. The pricing page says self-serve card billing is included, and a sign-up button leads to the company's app. No source states that a customer has paid.

Vespper: Self-serve paid plan on sale, November 2026. A fine-tuned model that lets AI agents edit Word documents, United States, team of 2 to 10, evidence grade E.
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01

Why did Vespper work?

Four causes, in the order they mattered. Each one is a reusable lesson.

01

A small model writes the change instead of an agent loop

The company says a step of 20 seconds for each edit would give users a poor experience. So it did not use an agent loop. It trains a model of 3 to 8 billion parameters to turn old HTML, new HTML and old XML into new XML for one block. The agent never sees the XML.

02

The agent works on HTML and Word gets tracked changes

The about page says Vespper exposes Word files as high-fidelity HTML and applies the change to the original file with tracked changes. A legal or compliance team can review each edit in Word. The company says this keeps styles, lists and tables.

03

Pricing counts edits, so cost follows the agent's work

The pricing page charges for edits, with 500 free ones and 10,000 a month on Starter. A builder of document agents pays more only when the agent edits more. Enterprise adds self-hosting, SSO and audit logs for sensitive documents.

How it was built

These details come from the company's launch article, privacy notice and pricing page. They are grade C. [6, 8, 2]

  • The reconciler was trained with supervised fine-tuning, using the Unsloth framework and Modal for GPUs, according to the launch article.
  • The company says it built the HTML view itself. Converters such as pandoc and mammoth.js did not produce clean, high-fidelity HTML.
  • A deterministic locator finds the matching block of XML, so the model only writes the new XML.
  • The service is offered as a hosted MCP endpoint, with Python and TypeScript SDKs announced on 27 September 2026.
  • The privacy notice says the website uses Vercel Analytics, PostHog and Warmly.

Tools named in the sources

Each one opens its page in the Tools tab, with every story that uses it.

02

Who tried this before Vespper, and why did they fail?

Two companies in our database of failed startups built online tools for writing and editing documents. The values below are from that database, were read on 12 November 2026 and are not independently verified.

Died 2011 to 2014Burned US$120K cash burned

Draft

The promise

A cloud writing and editing tool with version control and tracked changes between writers and editors.

Why it died

The record says it had an overly niche focus and little difference from existing tools. It adds that Google Workspace and Microsoft 365 now lead the market.

Competition
Died 2018 to 2020Burned US$400K cash burned

Graphite Docs

The promise

A privacy-focused alternative to Google Docs, built on a blockchain.

Why it died

The record says the business model was not sustainable, because privacy added friction for the users it wanted to charge.

Business model

The failed startups come from our database of 1,749 dead startups, retold here in our own words. Its entries are AI-assisted summaries of public sources, so these cards carry no evidence grade.

What changed

Both records built a better place to write a document, and both met Google and Microsoft, who own the place where most documents live. Vespper does not replace Word. It sells to the builders of agents that edit Word files, so Word is the file format that its customers already use.

The risk is that a model provider or Microsoft adds a built-in way to edit Word files. The company's own blog post of 24 October 2026 tested four other Word MCP servers and a python-docx baseline on 180 legal tasks. It reports that the baseline had the highest mean score and the lowest cost, and that one server had a higher all-pass rate. The post did not test Vespper.

03

Can one person copy Vespper now?

The structure can be copied; the result is not shown.

A small team can pick one file format that agents handle badly. It can train a small model for the one step that fails, and sell it by usage. The sources show a price list and a benchmark, and they show no customer or revenue. Treat this as a pattern, not as proof that it earns.

Where it is still open: Other formats where agents break the file: spreadsheets, slide decks, PDFs with forms, and the layout formats that design tools use.

  1. 1Pick a file format that agents edit badly, such as Word, where the raw format is large and fragile.
  2. 2Give the agent a simple view of the file and keep the raw format away from the agent.
  3. 3Train a small model for the one conversion step, and measure it against a plain baseline.
  4. 4Charge by edit, with a free allowance and a flat monthly plan.
04

How much revenue does Vespper make?

Each row shows the evidence grade and the source numbers from the list at the end of this page. The grades are explained in How Aiolum verifies.

A two-person Y Combinator company on its third product, with a self-serve price list and no revenue figure
FactValueGradeHow we knowSources
Company and foundersVespper Inc.; Topaz Turkenitz, co-founder and CEO; Dudu Lasry, co-founder and CTOCThe company's about page names both as co-founders. Its footer reads Vespper Inc. Y Combinator's page lists the same two as active founders.[7, 1, 3]
Start of the company2024; Y Combinator Fall 2024 batchCY Combinator's company page says Founded: 2024. The oldest dated copy of the company's pages is from March 2024, under the name Merlinn.[3, 13, 12]
Earlier names and productsMerlinn, an AI helper for incidents (2024); Vespper on-call engineer (October 2024); AI document editor (by April 2026); Word MCP (1 September 2026)CEach entry comes from a dated page of the company. The Vespper site of November 2024 still used Merlinn addresses in its page code. No page read states the rename in words.[11, 12, 13, 14, 4, 15, 16, 5]
Team2 peopleCY Combinator's company page says Team Size: 2 and Jobs 0, read on 12 November 2026. The Vespper site of November 2024 and the launch post of October 2024 also name only Topaz and Dudu.[3, 14, 4]
FundingY Combinator Fall 2024 batch; no amount statedCThe home page says Backed by Y Combinator. No source read gives an amount or other investors.[1, 3]
What is sold todayA hosted MCP server and SDKs that let agents edit Word files; the model is fine-tuned for that taskCThe launch article says the reconciler model has 3 to 8 billion parameters. It was trained with LoRA on about 16,000 tasks.[6, 1]
Prices todayFree; Starter US$100 a month; Enterprise customCThe company's pricing page, read on 12 November 2026. Starter lists 10,000 edits a month at 1 cent per edit.[2]
How a plan is boughtSelf-serve sign-up; the page says self-serve card billing is includedCThe Free button and the Starter button, which reads Get Pro, lead to the company's app. Its sign-in page offers e-mail or Google sign-in. The terms say commercial terms are those shown when you subscribe. No checkout page was read, and no source names a payment processor.[2, 17, 9]
Company's benchmark of cost per task, 1 September 2026US$0.054 for Vespper against US$0.157 for the DOCX skillCThe company's own benchmark on its home page. It also states task accuracy of 81.4% against 78.1%. No outside test of Vespper was found.[1, 6]
Launch posts on Y Combinator's site31 October 2024 (on-call engineer; 74 votes); 1 September 2026 (Word MCP; 5 votes)CThe company's own posts and Y Combinator's vote counts, read on 12 November 2026. Neither post gives a customer or revenue number.[4, 5]
Prices of the Merlinn product, April 2024Free; Business US$600 a month; Enterprise on requestCAn archive copy of the Merlinn site dated 13 April 2024. The Business plan's button reads Contact Us.[11]
Paying customersNo source states that any customer has paidCThe company's pages, blog and launch posts were read. They show a price list and no customer, revenue or user number.[1, 2, 10]

How to read this table. Grade C means the company states the value, or a dated archive copy of its own page shows it. No value is grade A or B, and no calc value is used.

Vespper prices read from the company's pricing page on 12 November 2026 (grade C)
PlanPer month, billed yearly (US$)Per month, billed monthly (US$)Limit
Free0500 one-time edits, 1 seat, community Slack channel
Starter10010,000 edits a month (1 cent per edit), unlimited seats, auto top-up, zero data retention, uptime SLA
Enterprisecustomcustom edit volume, self-hosting or private VPC, SSO, audit logs; the button reads Talk to founders

The page lists a flat monthly price per plan and one cent per edit on Starter. The Free plan's 500 edits are one-time. The Starter plan includes unlimited seats, auto top-up, zero data retention and an uptime service-level agreement. Enterprise has custom prices and a Talk to founders button.

05

When did Vespper launch, and how did it grow?

From an incident helper called Merlinn in March 2024 to a Word editing service with a price list in November 2026.

  1. March 2024CArchive copies show the Merlinn site and docs, an AI helper that investigates production incidents. A blog post is dated 30 March 2024, and the site lists a free plan and a US$600 Business plan. [11, 12, 13]
  2. 29 June 2024CThe Merlinn blog announces an open-source and community edition. [12]
  3. 31 October 2024CY Combinator launch post for Vespper: 24/7 AI on-call engineer. An archive copy of the site from 6 November 2024 carries the name Vespper. [4, 14]
  4. April and May 2026CArchive copies of the home page and the pricing page show an AI editor for professional documents. The pricing page lists a free Starter plan, a Professional plan with a Contact sales button, and Enterprise. [16, 15]
  5. 1 September 2026CY Combinator launch post and launch article for the Word MCP, a model fine-tuned to edit Word files. [5, 6]
  6. 24 October 2026CA company blog post compares four other Word MCP servers and a python-docx baseline on 180 legal tasks. It leaves Vespper out. [10]

What could go wrong for Vespper?

The risks are the mirror image of the causes above.

What is not verified

No revenue figure was found, so the story is grade E. The home page, pricing, about, security, privacy and terms pages, the blog and the Y Combinator pages were read. The company says self-serve card billing is included, and no source states that a customer has paid. A reader could look for a payment-processor profile, a press interview or a named customer. Y Combinator says the company was founded in 2024, and the oldest dated page is from March 2024 under the name Merlinn.

The company is on its third product

The company offered an incident helper in 2024, an AI document editor by April 2026, and the Word MCP from 1 September 2026. The archive copy of the pricing page of 14 May 2026 has a Testimonials section headed "Hear what experts have to say". It shows three quotations signed only with a job title and a type of company, such as Senior Scientist at a life sciences company. Each one describes a need for an automated report tool, in the conditional. None names Vespper or says the speaker used it. The current pages show no testimonial.

The benchmark is the company's own

The home page says the model is the only state-of-the-art post-trained model for Word editing, and states cost, accuracy and speed gains. The launch post calls it an internal benchmark. The company's later post of 24 October 2026 did not include Vespper and said its results would follow.

The home-page logos are the founders' earlier employers, not customers

The home page shows the logos of Google, Snyk and Viz.ai under the words Made by professionals from. Y Combinator's page lists Snyk, Google, Viz.ai and SafeBreach as earlier employers of the founders. No source shows these companies as customers. The home page also shows a Backed by Y Combinator badge, and Y Combinator lists the company in its Fall 2024 batch. The security page says a SOC 2 program is in progress, and the home page does not call the service compliant.

Sources

The grade next to each source is the best grade that the source can support. "Read in full" means that the text of the page was downloaded and the numbers were checked in it.

  1. C Vespper home page: DOCX MCP Server
    Read in full on 12 November 2026. Source for the product description, the benchmark figures, the badge, the logo wall and the footer.
  2. C Vespper pricing page
    Read in full on 12 November 2026. Source for the plans, the prices, the self-serve billing row and the sign-up links.
  3. C Y Combinator company page: Vespper
    Read in full on 12 November 2026. Source for the founders, the batch, the year founded and the team size.
  4. C Y Combinator launch page: Vespper: 24/7 AI on-call engineer
    Read in full on 12 November 2026. The company's own post, created on 31 October 2024, with 74 votes.
  5. C Y Combinator launch page: Vespper DOCX MCP
    Read in full on 12 November 2026. The company's own post, created on 1 September 2026, with 5 votes.
  6. C Vespper blog: Launching Vespper DOCX MCP
    Read in full on 12 November 2026. Source for how the model works, how it was trained and the benchmark method.
  7. C Vespper about page
    Read in full on 12 November 2026. Source for the co-founder roles and the description of the product.
  8. C Vespper privacy policy
    Read in full on 12 November 2026. Source for the analytics providers.
  9. C Vespper terms and security pages
    Read in full on 12 November 2026, with the security page at https://www.vespper.com/security. Source for the account terms and the SOC 2 status.
  10. C Vespper blog: Benchmarking DOCX MCPs on Harvey LAB
    Read the introduction, the setup and the results on 12 November 2026. Dated 24 October 2026; it does not include Vespper.
  11. C Internet Archive copy of the Merlinn site, 13 April 2024
    Read in full on 12 November 2026. Source for the Merlinn product description and the plans and prices of that date.
  12. C Internet Archive copy of the Merlinn blog, 7 September 2024
    Read in full on 12 November 2026. Source for the blog dates of 30 March, 29 June and 1 July 2024.
  13. C Internet Archive copy of the Merlinn docs, 20 March 2024
    Read in full on 12 November 2026. The oldest dated copy found; the archive offered no earlier copy for requests dated 2022 and 2023.
  14. C Internet Archive copy of the Vespper site, 6 November 2024
    Read in full on 12 November 2026. Source for the on-call product, with the Merlinn address still in its page code.
  15. C Internet Archive copy of the Vespper pricing page, 14 May 2026
    Read in full on 12 November 2026. Source for the AI document editor, its prices and its three testimonials.
  16. C Internet Archive copy of the Vespper home page, 21 April 2026
    Read in full on 12 November 2026. Source for the AI document editor description of April 2026.
  17. C Vespper app sign-in page
    Read in full on 12 November 2026. Source for the e-mail and Google sign-in options that the plan buttons lead to.
  18. C Database of failed startups, local export
    Record pages read on the website on 12 November 2026. AI-written summaries, not independently verified.

Run this company? Send corrections or a verified figure to aiolum@livyden.com

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