Pensero vs Swarmia: Swarmia alternative for AI ROI[Skip to content](#main) [Pensero](/) - Platform Measure - [Agentic ROICost per unit of delivered work](/platform/agentic-roi) - [AI DeploymentAdoption, output and quality of AI](/platform/ai-intelligence) - [Delivery IntelligenceOutput and flow by source](/platform/delivery-intelligence) Govern - [BenchmarkingCompare agents, models and humans](/platform/talent-benchmarking) - [Code QualityDefects and rework by source](/platform/code-quality) - [CapEx & FinanceCapitalization and spend allocation](/platform/capex-analysis) [Pensero MCPNewQuery your data from any assistant](/platform/mcp) - Use cases By role - [CEOs](/use-cases/roles-ceo) - [CTOs](/use-cases/roles-cto) - [CFOs](/use-cases/roles-cfo) - [Product leaders](/use-cases/roles-product-leaders) - [Engineering managers](/use-cases/roles-engineering-managers) - [Investors](/use-cases/roles-investors) Compare Pensero - [DX](/use-cases/competitors-dx) - [Swarmia](/use-cases/competitors-swarmia) - [Haystack](/use-cases/competitors-haystack) - [Span](/use-cases/competitors-span) - [Jellyfish](/use-cases/competitors-jellyfish) - [Waydev](/use-cases/competitors-waydev) - [LinearB](/use-cases/competitors-linearb) - [Faros AI](/use-cases/competitors-farosai) - [Sleuth](/use-cases/competitors-sleuth) - [Larridin](/use-cases/competitors-larridin) - [Weave](/use-cases/competitors-weave) - [Exceeds AI](/use-cases/competitors-exceeds-ai) - [GitHub Copilot](/use-cases/competitors-github-copilot) - [Customers](/customers) - [Sources](/integrations) - [Pricing](/#pricing) - Resources - [BlogNews, tips, and dev culture](/blog) - [ROI CalculatorEstimate your cost savings](/landing/roicalculator) [Log in](/auth/login/)[Book a demo](/book-demo) [Log in](/auth/login/)[Book a demo](/book-demo) Competitors # A Swarmia alternative that shows where AI pays off Swarmia helps teams improve flow with engineering metrics, DORA and AI adoption tracking. Pensero measures the value of delivered work across humans, AI-assisted engineers and agents, and tells you what to scale, change or delegate next. [Book a demo](/book-demo) ## Measuring the agentic workforce at fast-growing companies around the world - ![Perk](/assets/perk.DIhhlz_V.svg) - [![ClosedLoop](/assets/closedloop.LndNNhWa.svg)](/customers/closedloop) - [![Stord](/assets/stord.BXJiX-0z.svg)](/customers/stord) - ![Tuio](/assets/tuio.DIcICsWC.svg) - [![Persuit](/assets/persuit.qooajJ_O.svg)](/customers/persuit) - [![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)](/customers/seatcode) - [![Cubbo](/assets/cubbo.DrZVo-Jj.svg)](/customers/cubbo) - ![Elfie](/assets/elfie.CMU2D-DP.svg) - ![Caravelo](/assets/caravelo.Bqd9IFLJ.svg) - ![ShopMy](/assets/shopmy.CzXp_cHg.svg) - ![iAhorro](/assets/iahorro.1UZLRwjC.svg) - ![Hum Capital](/assets/hum.DEUDy0_m.svg) - [![Exoticca](/assets/exoticca.PyF3BVAE.svg)](/customers/exoticca) - [![Zynap](/assets/zynap.Bwa6Rd5C.svg)](/customers/zynap) How do they differ? [DX](/use-cases/competitors-dx#how-they-differ)[Swarmia](/use-cases/competitors-swarmia#how-they-differ)[Haystack](/use-cases/competitors-haystack#how-they-differ)[Span](/use-cases/competitors-span#how-they-differ)[Jellyfish](/use-cases/competitors-jellyfish#how-they-differ)[Waydev](/use-cases/competitors-waydev#how-they-differ)[LinearB](/use-cases/competitors-linearb#how-they-differ)[Faros AI](/use-cases/competitors-farosai#how-they-differ)[Sleuth](/use-cases/competitors-sleuth#how-they-differ)[Larridin](/use-cases/competitors-larridin#how-they-differ)[Weave](/use-cases/competitors-weave#how-they-differ)[Exceeds AI](/use-cases/competitors-exceeds-ai#how-they-differ)[GitHub Copilot](/use-cases/competitors-github-copilot#how-they-differ) ## Swarmia and Pensero answer different questions. **Swarmia** shows how work flows through your teams. **Pensero** shows what that work was worth, who or what delivered it, and what to do next. Pensero andSwarmia, feature by feature | Feature | Pensero | Swarmia | | --- | --- | --- | | AI adoption and usage trackingSwarmia tracks AI tool adoption; Pensero ties it to delivered value | Yes | Yes | | AI spend and token cost trackingSwarmia tracks AI tool cost; Pensero shows cost per delivered point | Yes | Yes | | Delivered output weighted for size and complexity | Yes | No | | Humans, AI-assisted engineers and agents on one scale | Yes | No | | Cost per unit of delivered work | Yes | No | | Cross-company benchmarksSwarmia benchmarks flow metrics; Pensero benchmarks delivered value | Yes | Yes | | Recommendations on what to do nextSwarmia sets working agreements; Pensero says what to scale or delegate | Yes | Yes | | Level on the five levels, measured from delivery data | Yes | No | | Forward-deployed engineers and transformation programme | Yes | No | What is the difference between Pensero and Swarmia? Swarmia focuses on flow and DORA metrics and tracks AI tool adoption. Pensero measures the value of delivered work across humans, AI-assisted engineers and agents on one scale, connects it to cost and quality, and recommends the next move. Does Pensero track DORA metrics? Pensero reports delivery flow, but its core measure is the value of delivered work in Pensero Points. Speed alone does not show whether AI made the work better, cheaper or riskier. How does Pensero measure the ROI of AI coding tools? It compares what each team, tool or agent delivers in Pensero Points with its total cost, covering people, AI tools and agents, and with quality signals such as rework and reverts. Is Pensero a Swarmia alternative for larger organizations? Yes. Pensero is built for organizations of roughly 100 to 1,000+ engineers and offers an Agentic Transformation Programme with a forward-deployed engineer for larger accounts. Does Pensero rank individual engineers? No. Pensero reports by team, cohort and work type. The question it answers is whether the organization uses AI well, not who is slow. Is Pensero only for engineering managers? No. CTOs and VPs of Engineering use it to decide what to scale or delegate, CFOs to see cost per delivered point and R&D capitalization, and CEOs and boards for evidence on what AI investment is delivering. [Book a demo](/book-demo) ## Don’t just take our word for it Effortless observability > “Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.” ![](/assets/jose-luis-vilar.CHgGZxJa_ZoczGk.webp)Jose-Luis VilarCo-Founder and CPTO, Caravelo Live in one day > “Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team. > > Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.” ![](/assets/jean-francois-legourd.DBibnSA8_Z1kLG2n.webp)Jean-François LegourdCo-founder, Elfie Conversations backed by evidence > “Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams. > > As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.” ![](/assets/natxo-treig.Dh5pjaie_1lA7HF.webp)Natxo TreigSr. Engineering Manager, Perk From 70% to 30% maintenance > “15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights. > > Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.” ![](/assets/ignasi-vegas.DEfJ5-MR_Zmg2tg.webp)Ignasi VegasCo-founder and CEO, Cubbo Top 5% globally, verified > “I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster. > > Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here.” ![](/assets/andrew-eye.BQqnuKla_1YTD2i.webp)Andrew EyeCEO and Founder, ClosedLoop Pensero integrations ## Every human, AI tool and agent on one scale Your repositories, tickets, chat and AI tools, from Copilot, Cursor and Claude Code to Devin, Factory and OpenHands, on one scale. No new workflow, no surveys. [Explore all integrations →](/integrations) - GitHub - GitLab - Bitbucket - Azure DevOps - GitHub Copilot - Cursor - Claude Code - Gemini Code Assist - OpenAI Codex - Devin - SonarQube - Jira - Linear - YouTrack - GitHub Projects - Confluence - Notion - Google Drive - Slack - Microsoft Teams - Google Chat - Google Calendar - Microsoft 365 Calendar - Okta 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