Scribe vs Swimm in 2026: Why These Two Aren't Actually Rivals Anymore

Swimm's own About page now says that "in 2026 we became a service company", and the pricing page this guide quoted in August no longer exists.

Re-checked on 7 November 2026, the lineup holds and the gap has widened. Scribe still sells a self-serve tool that turns screen work into step-by-step guides. Swimm now sells modernization projects delivered by its own engineers. A reader with both tabs open is shopping for two different things, and only one of them can be bought with a card.

Hokai chart of what each product sells, from the Scribe, Tango, Guidde and Swimm pricing and about pages as read on 7 November 2026.

Pick Scribe, unless you are rebuilding a legacy system

Scribe is the right pick for nearly everyone who lands on this comparison. It records screen actions and turns them into annotated guides: onboarding checklists, support macros, internal SOPs, client how-tos. That is the job most people mean when they type "Scribe vs Swimm" into a search bar.

Swimm fits one buyer: a company with an old system it needs understood, mapped and rebuilt, and a budget for a services engagement. For a five-person startup or a fifty-person operations team, Swimm no longer sells anything to compare with Scribe.

That is not a hedge. It is the finding this guide exists to report, and it runs against what most pages ranking for this query still say.

What changed since 17 August 2026

The first version of this guide was written on 17 August 2026. Here is what moved when every source was read again on 7 November 2026.

Three older claims were removed because no source this run could confirm them: Swimm's speed and lines-analyzed figures, its 2020 seed round, and a 2024 third-party revenue estimate. Where a claim could not be read on a vendor page, this guide no longer makes it.

Scribe publishes prices. Swimm does not publish any

Scribe's pricing page, read on 7 November 2026, lists four tiers in USD. Basic is free and works in the browser. Pro Personal starts at one seat. Pro Team needs five seats. Enterprise is a custom quote that adds PII and PHI auto-redaction, SSO and central document management.

Prices are per seat per month, from scribe.com/pricing, read 7 November 2026.

The paid plans add desktop and mobile capture, branding, screenshot editing and export to PDF, HTML and Markdown. Pro Team adds comments. The plan table lists one week of version history on two plans and unlimited history on Enterprise.

Swimm has no pricing page to read. The address swimm.io/pricing redirects to a "How it works" page. That page offers a one-week grounding sample on a slice of your code, under NDA, with a firm proposal on day five. It says the sample fee counts toward what comes next.

No amount is shown anywhere, and the call to action is "Book a scoping call". Some review aggregators still quote Swimm figures like $17.78 or $28 a seat. Neither appears on Swimm's own site today.

What Scribe's Autocapture changes

The newest item on Scribe's pricing page is Autocapture, and it changes who does the work. Until now a person pressed record and clicked through a process. Autocapture watches work as it happens and surfaces workflows nobody wrote down.

Scribe's Autocapture page describes three steps. An admin picks the apps and the teammates in scope. People then work as normal. Someone reviews, edits and publishes what Autocapture found. A fourth idea, updating a guide with one click when a process changes, is marked "coming soon" on the page.

Two cautions apply. The scope is set by an admin, so this is a team feature, and Scribe's pricing page tags it for teams of three or more. And a captured workflow is a draft until a person has read it. The page itself says you "polish before sharing".

This matters for the comparison because it widens the gap. Scribe is moving toward capturing company-wide work for people and for AI agents, which is a different market from rebuilding a mainframe application.

What actually happened to Swimm

Swimm began in 2019 and has offices in New York and Tel Aviv, according to its About page. It raised a $27.6 million Series A led by Insight Partners, announced on 8 November 2021, to build a tool that kept documentation in step with code.

That tool is not what the company sells now. The About page walks through the shift in four steps: founded in 2019, named a Gartner Cool Vendor for AI-Augmented Development and Testing in 2024, "into the mainframe" with COBOL and legacy coverage in 2025, and in 2026 a "product-enabled service company".

The leadership quotes on the same page are blunt. The CEO says the company is not selling a technology, it is selling a service.

The homepage lists three services, all built on what Swimm calls a grounding layer, a map of a customer's code:

• Application Delivery: Swimm's engineers and agents build the new application module by module, with parity tests against the old behavior.
• System Intelligence: a map of every business rule, flow and dependency, checked by domain experts.
• AI Operability: preparing a codebase so coding agents such as Claude Code and Cursor can work on it safely, reached over MCP.

Swimm says the map is 100% complete on supported stacks and 95%+ accurate. Those are the vendor's own numbers, not tested by Hokai. Revenue and headcount for the current business are not published.

What a Swimm engagement looks like

Swimm's method page lays the work out in four steps. The first is the only one with dates, and it shows how different this is from buying a seat.

After the sample, Swimm builds the same map for the whole system, then builds the new application, then prepares the codebase for coding agents. The method page says every step builds on the same grounding layer. Swimm also says the work is done under NDA and that it works from code and schemas, never production data.

The method page says the language model is the customer's choice, "yours, or any one you approve". That is a real point for a security team, and it is a vendor statement Hokai has not tested.

Where Scribe wins

Four use cases settle the choice fast.

A support team documenting a recurring flow. Scribe builds a shareable guide in about the time it takes to do the steps once, then exports it as PDF, HTML or Markdown on a paid plan. Nothing on Swimm's site describes screen recording.

An operations lead onboarding a new hire. Scribe's output is screenshots with arrows and captions that a non-engineer can follow. Swimm's pitch is aimed at companies that commission a rebuild.

Anyone who needs a price before a call. Scribe lists every tier except Enterprise. Swimm lists none.

A team that records real customer sessions. Scribe's paid plans include screenshot editing and redaction, and Enterprise adds automatic PII and PHI redaction. Check which redaction tier you need before you buy, because the plan table does not show it in plain text.

Teams that keep their wiki in Notion can export Scribe guides as Markdown on a paid plan. Scribe's pricing page lists a Confluence integration, but this guide could not confirm from the page which plan includes it, so check that before relying on it.

Where Swimm wins

One use case, and it does not overlap with anything Scribe does.

An enterprise team that has to modernize a COBOL or mainframe system, written by people who left years ago, needs the old behavior understood before any migration plan is safe. Swimm now sells that as a project: a grounding sample in one week, then a map, then a rebuild or an agent-ready codebase. Its pitch is "you see results on your own code in the first week", and that is the best reason to book the call.

Sourcegraph sits in that same market. Its pricing page, read on 7 November 2026, now shows one Enterprise plan, "starting at $16K" as a minimum annual contract with credits for AI features. Its earlier price of $59 a seat a month, quoted in the first version of this guide, is not on the page.

Sourcegraph also lists a "Code Migrations and Modernization" solution and says it works with Claude Code, Cursor, Codex and Amp. That is the company Swimm competes with for budget, not Scribe.

For the wider field of tools that write and review code, see Hokai's guides to AI coding assistants and AI code review tools, and the coding assistants category. If your interest is agents that act on a codebase, the guide to autonomous AI agents covers how much control to hand over.

If you want a Scribe alternative, look at Tango and Guidde

A reader who searched "Scribe vs Swimm" may really be asking whether Scribe is the right tool for process documentation. Two other vendors were read on 7 November 2026. Neither has a Hokai listing yet, so both are named here without a link.

Prices are per month, for the entry paid plan: Scribe Pro Team (five seats), Tango Pro for three or more users, and Guidde Pro. Each page was read on 7 November 2026.

Hokai lists one other tool in the same category, Dosu, which was not re-reviewed for this guide. Browse the full documentation category before you commit.

None of these three has been tested head to head by Hokai. The table compares published plan terms, not output quality.

Tango and Guidde in more detail

Tango's Free plan allows up to 10 users in a workspace and five shared workflows, with browser capture and link sharing. Its Pro plan adds unlimited workflows, desktop capture, branding, voice and video embeds, screenshot annotation and blurring, and viewer insights. Solo and two-person teams pay $22 a user on Pro, against $15 for three or more. Automatic PII detection is Enterprise only.

Guidde makes video, not screenshots. Its Free plan caps you at 25 how-to videos. Pro removes the watermark, adds a brand kit and exports to PPT and PDF as well as video. Business adds text-to-voice, interactive demos and analytics, and it is limited to five creators.

The practical split: pick Scribe or Tango when the output is a screenshot guide, and Guidde when a narrated video is what your team will actually watch. Every other documentation tool Hokai tracks sits in the documentation tools category.

One discrepancy, and how it was resolved

A pricing-tracker result seen while researching this guide said Scribe raised the Pro Team price to $23 a seat in October 2026. Scribe's own pricing page does not show that. It was read twice on 7 November 2026, once in a headless reader and once in a real browser, and both reads showed the same Pro Team prices as in the table above.

This guide therefore uses the vendor page. A tracker snippet is a lead, not a source, and a price is only written here once the vendor's page confirms it. If Scribe does raise its price, that page is where the change will show first, and this guide will move with it at its next check.

Two things on that page could not be read as text: the tick marks in the full plan table. That is why this guide does not say which plan includes the Confluence integration, or at which tier manual redaction starts.

Questions to ask before you sign either

A short list beats a long feature chart here, because the two vendors sell such different things.

For Scribe: Which plan includes the redaction level you need? Which includes the Confluence integration? Do you have five people who will use Pro Team, since it starts at five seats? Is Autocapture in scope for your admin to switch on?

For Swimm: What exactly does the sample fee cover, and how does it count toward the project? Which stacks are "supported" for the 100% coverage claim? Which language model will run on your code? What do you own at the end?

Swimm's own About page says you own what it builds, and that the code, the map and the know-how stay with you. Ask for that in the contract rather than relying on a web page.

The case that this comparison still matters

Here is the obvious objection. People search by keyword, not by company strategy. A buyer who types "documentation tool" and lands on both names still has a real question, whether or not the two vendors see each other as rivals.

That is fair, and it is why this page exists. Some teams signed up for Swimm years ago, when it was a general documentation product, and they are the ones most likely to be surprised at renewal. If you are one of them, the useful answer is not a ranking. It is a plain statement of which product each vendor ships this year.

The counterpoint to Scribe's side is just as real. Scribe's own comparison page, dated 4 September 2026 on the day it was read, still carries "2025" in its title and still describes Swimm as an editor for code documentation. A vendor's comparison page is marketing, and it can lag the product it describes. Read this guide, and the Swimm pages themselves, before you trust either.

What switching actually costs

Neither tool locks a team in hard. Scribe exports guides as PDF, HTML or Markdown from Pro Personal up, so a team that outgrows it keeps its content. Swimm says ownership of the build, the map and the know-how passes to the customer. Treat that as a contract term to confirm, not a given.

The more common cost is organizational. A wiki page or a shared drive is where most documentation ends up whatever vendor got the purchase order, so it is worth deciding where the output lives before you pick a vendor. Hokai's guides to building an AI content workflow and to AI assistants for office work cover that side.

If notes are the real need, AI note-taking tools may fit better than either vendor here.

A team on a Swimm contract with no modernization project underway should ask what it is paying for. A $13-a-seat Scribe plan covers a very different job, and the check costs one email. Looking at what a vendor ships this year, rather than what it shipped when the contract was signed, is the cheapest audit most software budgets never run.

If you are still unsure which camp you are in, answer a few questions in Smart Match and get a shortlist matched to your use. For engineering teams also weighing assistants, Claude and GitHub Copilot cover adjacent jobs.

Sponsor spot open

What would change this verdict

Watch Swimm's site for one signal. The day a public per-seat price returns to it is the day the company is chasing Scribe's market again. Watch Scribe for the opposite: a code-aware product that reads repositories would put it in Swimm's old territory. Neither signal exists today, as of 7 November 2026.

Frequently asked questions

Is Swimm still a Scribe alternative in 2026?

No. Swimm's About page says it became a service company in 2026. Its homepage now lists three services: Application Delivery, System Intelligence and AI Operability, all for legacy systems. Scribe is still a self-serve tool for team documentation.

What does Scribe cost in 2026?

Scribe Basic is free. Pro Personal is $35 a month, or $25 billed annually. Pro Team is $17 a seat a month, or $13 annually, with a five-seat minimum. Enterprise is a custom quote, in USD as read on 7 November 2026.

How much does Swimm cost?

Swimm publishes no price. The pricing address redirects to a method page that offers a one-week grounding sample on a slice of your code, with the fee counted toward the project. Older per-seat figures on review sites do not appear on Swimm's own pages.

Who should consider Swimm today?

Only a company modernizing an old system, such as a mainframe application, that wants a vendor to map the code and build the replacement. Swimm sells that as a services engagement, starting with a scoping call.

What would prove this comparison wrong?

A public per-seat Swimm price, or a Scribe product that reads code repositories. Neither existed on the vendor sites on 7 November 2026, so the verdict stands.

Covered in this guide

• Scribe: Records your screen actions and auto-generates annotated step-by-step process guides.
• Swimm: AI-powered code documentation tool increases developer productivity 50% and reduces onboarding time by 2x with real-time, auto-synced docs.
• Claude: Claude is Anthropic's AI assistant, with a free tier, Pro, Max and Ultra personal plans, and Team and Enterprise seats. Opus access starts at Pro.
• Cursor: Cursor is an AI code editor built on VS Code, widely adopted across large enterprise engineering teams, with Agent Mode, Tab completion, and Cloud Agents.
• Dosu: AI knowledge layer for coding agents. Captures what engineers and agents learn across GitHub, Slack and Notion, shares it via MCP, and auto-syncs docs. Free plan covers public repos only.
• GitHub Copilot: GitHub's AI coding assistant with agent mode, Copilot Fusion model routing and MCP support across 6 IDEs, plus a free plan with no credit card required.
• Notion: Your AI everything app: All your tools and work in one unified workspace.
• Sourcegraph: Enterprise-only code intelligence platform for cross-repository semantic search and AI-assisted code understanding across large, multi-repo codebases, after free and Pro self-serve plans were discontinued.

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