--- title: "Software factories: a category with a price, or one vendor's word?" canonical: https://thebeat.dev/threads/software-factory-as-a-category/ updated: 2026-11-10 status: open momentum: rising opened: 2026-08-19 tags: - positioning - pricing - ai-coding-agents - naming collection: threads site: https://thebeat.dev/ license: https://creativecommons.org/licenses/by/4.0/ --- # Software factories: a category with a price, or one vendor's word? > "Software factory" now has a price shape but no price. Three sellers charge a markup on the model maker's list price, at 10% (SuperPlane), 20% (Warp) and 40% (Harness's Cosmos, on Augment's pricing page), and GitLab sells its agents at $1 a credit. Cost per merged PR now has a figure from every direction - Tessl's $13, Guild's $12, CampusIQ's $29, Jellyfish's $820 all-in - and no two of them count the same thing. **The question**: Does "software factory" become a category more than one seller prices and measures - a second vendor publishing a factory price, or a cost per merged PR with its method - or does it stay one vendor's positioning word? - **Status**: open · momentum rising - **Opened**: 2026-08-19 · last worked 2026-11-10 - **Guide**: https://thebeat.dev/guide/positioning/, https://thebeat.dev/guide/pricing-and-packaging/, https://thebeat.dev/guide/agent-rails/ A software factory, as its sellers use the phrase, is a fleet of coding agents wired across the whole delivery loop - triage, spec, implement, review, verify - and sold as a plant rather than a tool: something you configure once, run continuously and judge by its output. The word does positioning work a "coding agent" cannot. An agent is bought per seat by a developer; a factory is bought by whoever owns throughput, and it arrives with a metric already attached. The question this thread follows is whether that is a category or a company. As of 2026-11-10 it is a category with a price shape but no price, and a metric with many values but no definition. - **The word** is everyone's, and it is now a product name at five sellers. - **The price** is a markup on the model maker's list price, published at three sellers, from 10% to 40%. The highest belongs to the incumbent. - **The metric** has figures from sellers, buyers and a measurement firm, and no two count the same thing. ## The incumbent's rate was on another domain The product Harness sells as its [Cosmos Software Factory Agent](https://www.harness.io/blog/harness-acquires-augment-code-cosmos) has a public price. It is not on [Harness's pricing page](https://www.harness.io/pricing), which on 2026-11-10 still had no Cosmos line and sold its plans "by quotation". It is on [Augment's](https://www.augmentcode.com/pricing), the coding-agent maker whose Cosmos Harness took over on 2026-10-08. That page's footer now reads "© 2026 Harness, Inc.", and its navigation calls Cosmos "Software Factory". Augment's [product page](https://www.augmentcode.com/product/software-factory) is headed "Build your software factory." The terms on 2026-11-10: - **Model usage** is "billed at the provider's public API list price". - **A service fee** of "a flat 40% fee on LLM usage (no fee on compute)". - **Compute** is Cosmos time, at [$0.19 an hour](https://docs.augmentcode.com/models/credit-based-pricing) in five-minute steps. - **Plans**: Standard $20 and Business $100 a month, flat for up to 50 seats, with that much usage included. Enterprise is custom. Put the three published markups side by side: - **SuperPlane**: its tokens at the provider's API rate [plus 10%](https://superplane.com/pricing/), under the heading "Pricing for your software factory" (1.0 launched [2026-10-27](https://superplane.com/blog/superplane-1-0-the-open-source-software-factory-for-teams/)). - **Warp**: [pay as you go](https://www.warp.dev/pricing) at "20% above API rates", Build at $20 a month "at API rates", Business $50 a user. - **Augment, for Harness**: list price plus 40%. That is a convention, a markup on someone else's model rate, with a spread of four to one. A reader pricing a product in this space has a reference shape. They do not yet have a reference number. The other incumbent never needed a markup. GitLab's [governed software factory](https://about.gitlab.com/press/releases/2026-10-06-gitlab-announces-the-foundation-for-the-governed-software-factory/) release (2026-10-06) named credits without rates, but the rates were public all along. GitLab's [pricing page](https://about.gitlab.com/pricing/) sells credits at $1 each, with $12 a user a month included on Premium and $24 on Ultimate as a limited-time offer. Its [docs](https://docs.gitlab.com/subscriptions/gitlab_credits/) list how many requests a credit buys on each model, and price a code review at a quarter of a credit. The incumbents, in other words, both publish a rate. They publish it in different units. The startups with the most money behind the word publish none: - **8090**, whose product is "Software Factory®" and which raised a $135M Series A, describes a services engagement: "Our engineers build with your team ... We host it, maintain it". Its [pricing page](https://www.8090.ai/pricing) serves the same text and a "How is it priced?" question with no answer. - **Tessl** launched Factory on [2026-11-06](https://sdtimes.com/ai-native-software-development/tessl-launches-software-factory-platform-to-support-ai-codings-transition-from-assistance-to-execution) ("over $120 million" raised, per the release). Its [pricing page](https://tessl.io/pricing) does not mention Factory and prices agent sessions in credits "scaled to each session". - **Factory**, the company, sells [seats with rate limits](https://factory.com/pricing) and states no rate. ## Every direction has a figure, and none match Cost per merged PR now has values from every kind of source. Each counts something different: - **Tessl** says its cost per PR fell [from $75 to $13](https://sdtimes.com/ai-native-software-development/tessl-launches-software-factory-platform-to-support-ai-codings-transition-from-assistance-to-execution). The release gives no window, no count, and no word on whether the PRs were merged. Tessl has no launch post of its own. Its [blog said on 10-28](https://tessl.io/blog/who-owns-the-cost-of-the-ai-software-factory) that a factory's cost should include "infrastructure, retries, review, and rework". The release does not say whether the $13 does. - **Guild**, which also sells a product called Software Factory, says ["around $12 of model spend per merged PR"](https://www.guild.ai/blog/developer-insights/software-factories-by-the-numbers) over "a recent quarter" (2026-09-11), with no count. - **Warp** has two figures for its own team off one $80 baseline: [$30 on 2 September](https://www.warp.dev/blog/warpbench-case-study-reduce-cost-per-pr), under a "75%" headline that $80 to $30 does not make, and ["$80 → $20 in the last six weeks"](https://www.warp.dev/blog/rolling-out-software-factories) on 15 October. Its [7 core components](https://www.warp.dev/blog/7-ways-to-build-a-software-factory) post (10-29) names cost per PR as a dashboard metric without defining it. No PR count stands behind either figure. - **CampusIQ**, a buyer, published ["$53,000 divided by 1,832 merged pull requests"](https://campusiq.com/blogs/what-we-actually-spend), or $29. That is token spend only, over a window the post does not date. - **A smaller buyer**: Mateusz Piwnicki's [playbook](https://gist.github.com/piwni/33c5437976a0e34a973488e7cc3d8d7e) for two Cursor cloud agents at an online shop counts 232 PRs merged of 259 opened between 26 September and 2 November, at "about $7" per merged PR as a two-week median. It does not say what the cost includes. - **Jellyfish**, which sells engineering measurement, publishes the only cross-company figure, in its [October 2026 report](https://jellyfish.co/ai-engineering-trends/). It counts salary plus AI usage, divided by merged PRs *opened by humans*. The median company's cost fell "from $1,202 to $820" over a year, and "AI's direct slice of the cost is small, about $18 of the $799 average." All of it is self-reported, and none of it lines up. The sellers' figures are tokens on agent PRs. Jellyfish's is everything, on human PRs. Uber, which named cost per merged PR as the metric for its [in-house Software Factory](https://www.uber.com/blog/efficient-software-factory/) on 2026-08-27, has still published no value. The Jellyfish number is the most useful thing here for a reader, because of what it implies. If AI is about 2% of what a merged PR costs, a buyer who owns throughput will judge a factory on the other 98%. The gap between a 10% and a 40% markup is a gap of about one percent of that bill. ## The word is everyone's Since late August the word has spread to every kind of company in the market: - **A buyer.** Uber. - **Two incumbents.** GitLab (2026-10-06) and Harness, through Cosmos (2026-10-08), which Augment had already been calling a software factory. - **Product names.** 8090's Software Factory®, Tessl's Factory, Guild's Software Factory, [Tessl's agent](https://tessl.io/agent) page, and SuperPlane's "open source software factory". - **A relaunch.** Opsera relaunched as ["the context-aware software factory"](https://www.opsera.ai/software-factory), [per SD Times](https://sdtimes.com/ai/opsera-relaunches-as-an-ai-native-software-factory) on 2026-10-29. - **The company named Factory.** Its [Typedef acquisition](https://factory.com/news/typedef) (2026-10-30) is headlined "Bringing Data Context to the Software Factory". - **The explainers.** [Faros](https://www.faros.ai/blog/software-factory), [LaunchDarkly](https://launchdarkly.com/blog/what-is-an-ai-software-factory) and Port's [research index](https://software-factories.port.io/uber), each selling something that sits inside the factory. The word was never Warp's to begin with. The US Department of Defense has called its in-house units [software factories](https://www.dvidshub.net/news/printable/409382) for years. For a reader positioning a product, "factory" no longer sets it apart. ## The tension The two sellers with the most money behind them still sell other nouns. OpenAI's frame is [Codex as a platform](https://developers.openai.com/blog/codex-as-a-platform). No title on [Cognition's blog](https://cognition.com/blog) since September uses the word, through "Introducing SWE-2 Flash" on 11-04. The best arguments against the frame are about what it measures. PostHog's newsletter notes that ["there's no actual criteria for what counts as a software factory"](https://posthog.com/newsletter/software-factories). Noah Brier argues that the hard part is keeping agents' work coherent with what the company is trying to be: ["It's a software company, not a software factory"](https://every.to/thesis-statements/noah-brier). And Jellyfish's $18 in $799 says the unit sellers compete on is the smallest line of the bill. So, as of 2026-11-10: - "Software factory" is everyone's word and, at five sellers, a product name. - The price has a shape, a markup on the model maker's list price, and three published points: 10%, 20% and 40%. Both incumbents publish a rate. The best-funded startups do not. - Cost per merged PR has six published values and no shared definition. The category exists. Whether it has a price depends on whether the markup settles on a number, and whether a buyer can ever compare two factories depends on two figures being counted the same way. ## Open loops - Does the markup settle on a number? Three sellers publish one: 10% (SuperPlane), 20% (Warp's pay-as-you-go) and 40% (Augment, for Harness's Cosmos). Harness's own pricing page still quotes, 8090 serves no price, Factory sells seats with limits and Tessl prices sessions in credits with no rate. A fourth seller publishing inside that band, or Harness putting Cosmos on harness.io at a stated fee, makes the markup the category's price. A seller dropping its public rate for quotes points the other way. *(by end of March 2027)* - Do any two published costs per merged PR count the same thing - merged PRs, a dated window, and the spend named? CampusIQ's $29 is tokens over an undated window; Tessl's $13 has no window, count or definition; Guild's $12 has no count; Jellyfish's $820 is all-in and counts only human-opened PRs. Uber defines the metric and still publishes no value. *(by end of January 2027)* - Does OpenAI or Cognition adopt the word in its own launch copy? GitLab, Harness, Tessl, Guild, Opsera and Factory have. Through 2026-11-10 OpenAI still sells a platform and Cognition sells Devin; no title of Cognition's posts through "Introducing SWE-2 Flash" (11-04) uses the word. Adoption by either makes "factory" the field's name rather than everyone else's frame. *(by end of 2026)* ## Sources - [Augment - Pricing](https://www.augmentcode.com/pricing) - [Augment - Credit-based pricing (docs)](https://docs.augmentcode.com/models/credit-based-pricing) - [Augment - Build your software factory](https://www.augmentcode.com/product/software-factory) - [Warp - Pricing](https://www.warp.dev/pricing) - [SuperPlane - Pricing](https://superplane.com/pricing/) - [SuperPlane - SuperPlane 1.0: The Open Source Software Factory for Teams](https://superplane.com/blog/superplane-1-0-the-open-source-software-factory-for-teams/) - [GitLab - Pricing](https://about.gitlab.com/pricing/) - [GitLab Docs - GitLab Credits and usage billing](https://docs.gitlab.com/subscriptions/gitlab_credits/) - [GitLab - GitLab Announces the Foundation for the Governed Software Factory](https://about.gitlab.com/press/releases/2026-10-06-gitlab-announces-the-foundation-for-the-governed-software-factory/) - [Harness - Pricing](https://www.harness.io/pricing) - [Harness - Harness Cosmos Software Factory Agent](https://www.harness.io/blog/harness-acquires-augment-code-cosmos) - [Harness - Cosmos Software Factory Agent product page](https://www.harness.io/products/cosmos-software-factory-agent) - [Harness - Inside a governed software factory: Harness and Cosmos](https://www.harness.io/blog/inside-a-governed-software-factory-with-harness-cosmos) - [Harness - We used our own product to cut our AI tooling bill](https://www.harness.io/blog/we-used-our-own-product-to-cut-our-ai-tooling-bill-without-cutting-ai-usage) - [8090 - Home](https://www.8090.ai/) - [8090 - Software Factory](https://www.8090.ai/software-factory) - [8090 - Pricing](https://www.8090.ai/pricing) - [SD Times - Tessl Launches Software Factory Platform](https://sdtimes.com/ai-native-software-development/tessl-launches-software-factory-platform-to-support-ai-codings-transition-from-assistance-to-execution) - [Tessl - Who owns the cost of the AI software factory?](https://tessl.io/blog/who-owns-the-cost-of-the-ai-software-factory) - [Tessl - Pricing](https://tessl.io/pricing) - [Guild - Software Factories Compared, by the Numbers](https://www.guild.ai/blog/developer-insights/software-factories-by-the-numbers) - [Factory - Pricing](https://factory.com/pricing) - [Factory - Factory Acquires Typedef](https://factory.com/news/typedef) - [CampusIQ - What We Actually Spend: AI ROI at $29 per Merged PR](https://campusiq.com/blogs/what-we-actually-spend) - [Jellyfish - AI Engineering Trends](https://jellyfish.co/ai-engineering-trends/) - [Mateusz Piwnicki - Two Cursor cloud agents that take Asana tickets to production](https://gist.github.com/piwni/33c5437976a0e34a973488e7cc3d8d7e) - [Uber - Running a Software Factory Efficiently at Uber Scale](https://www.uber.com/blog/efficient-software-factory/) - [Warp - WarpBench: How we reduced our cost-per-PR 75%](https://www.warp.dev/blog/warpbench-case-study-reduce-cost-per-pr) - [Warp - Tactics for rolling out software factories: human and organizational changes](https://www.warp.dev/blog/rolling-out-software-factories) - [Warp - 7 core components for building a software factory](https://www.warp.dev/blog/7-ways-to-build-a-software-factory) - [Warp - Introducing Warp Factories](https://www.warp.dev/blog/open-infrastructure-for-building-a-software-factory) - [Opsera - Software factory](https://www.opsera.ai/software-factory) - [SD Times - Opsera Relaunches as an AI-Native Software Factory](https://sdtimes.com/ai/opsera-relaunches-as-an-ai-native-software-factory) - [Tessl - Tessl Agent](https://tessl.io/agent) - [The Pragmatic Engineer - Why Ramp built its own in-house coding agent, Inspect](https://newsletter.pragmaticengineer.com/p/why-ramp-built-inspect) - [OpenAI - Codex as a platform: build on the open agent harness](https://developers.openai.com/blog/codex-as-a-platform) - [Cognition - Blog](https://cognition.com/blog) - [LaunchDarkly - What is an AI software factory?](https://launchdarkly.com/blog/what-is-an-ai-software-factory) - [Faros - What is a software factory?](https://www.faros.ai/blog/software-factory) - [Port - Inside the Software Factory](https://software-factories.port.io/uber) - [PostHog - Can software factories actually work?](https://posthog.com/newsletter/software-factories) - [Every - Noah Brier](https://every.to/thesis-statements/noah-brier) - [DVIDS - DoD software giants sign joint collaboration statement](https://www.dvidshub.net/news/printable/409382) ## Related - [Guide - Positioning for developers](https://thebeat.dev/guide/positioning/) - [Guide - Pricing and packaging](https://thebeat.dev/guide/pricing-and-packaging/) - [Guide - Agent rails](https://thebeat.dev/guide/agent-rails/) --- Part of [The Beat - developer marketing, on the record](https://thebeat.dev/). 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