The Intelligence behind Agentic Deployment | Pensero [Let's talk](./book-demo) [Login](/auth/login/) [Login](/auth/login/) [Let's talk](./book-demo) [Login](/auth/login/) [New — Agentic Deployment Intelligence](./platform/agentic-roi) # The Intelligence behind Agentic Deployment # The Intelligence behind Agentic Deployment Agent performance Cost per unit of work Agentic transformation monitoring Pensero helps you choose the best and most efficient combination of humans and agents that yields the most effective output. Pensero helps you choose the best and most efficient combination of humans and agents that yields the most effective output. Pensero helps you choose the best and most efficient combination of humans and agents that yields the most effective output. [Let's talk](./book-demo) [Let's talk](./book-demo) pensero.ai/dashboard Pensero Engineering teams Intelligence Signals Scope of work Delivery Collaboration Quality Efficiency AI impact Talent Company CapEx Benchmark Calibrate Teams People Good morning, Emery· Delivery, Quality, and AI efficiency are exceeding expectations this quarter Delivery Exceeding 6,155 total pts, QTD 58% vs prev. period Scope of work Watch 32.1% aligned with roadmap 3% vs prev. period Quality Watch 12.4% defect rate this period +3.2% vs prev. period AI efficiency Exceeding $0.78 cost per delivery point 12% vs prev. period AI-assisted PRs drive 82% of delivery 1,859 pts shipped with agents this quarter NovDecJanFebMarAprMay PR deliveryRevertedAgent adoption Rework rising alongside agent adoption From 8.2% → 12.4% defect rate since Nov NovDecJanFebMarAprMay DefectsReworkAgent adoption Agent Tech Global $/pt Avg. daily CC Claude Code Agent · Anthropic Python/TS 96% $0.42 22.4 D Devin Agent · Cognition Python 89% $0.71 18.1 C Cursor AI-assisted · Anysphere TypeScript 94% $0.58 15.7 GC GitHub Copilot AI-assisted · GitHub Python 91% $0.63 12.3 GC Gemini Code Assist AI-assisted · Google Python/Go 93% $0.55 14.2 Team vs. benchmark How your org compares · Q to date Delivery / cost 93th Agent-delivered code 95th Autonomous delivery 80th Defect rate 50th Innovation rate 27th Roadmap alignment 17th ![Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles](/framerusercontent/images/vEBCv06JhUNKTen6CDLAtpa9U.png?width=2252&height=1426) ![Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles](/framerusercontent/images/7F5b1KvxyZCW6FdaKwaw33WOXgI.png?width=2264&height=1440) pensero.ai/dashboard Pensero Engineering teams Intelligence Signals Scope of work Delivery Collaboration Quality Efficiency AI impact Talent Company CapEx Benchmark Calibrate Teams People Good morning, Emery· Delivery, Quality, and AI efficiency are exceeding expectations this quarter Delivery Exceeding 6,155 total pts, QTD 58% vs prev. period Scope of work Watch 32.1% aligned with roadmap 3% vs prev. period Quality Watch 12.4% defect rate this period +3.2% vs prev. period AI efficiency Exceeding $0.78 cost per delivery point 12% vs prev. period AI-assisted PRs drive 82% of delivery 1,859 pts shipped with agents this quarter NovDecJanFebMarAprMay PR deliveryRevertedAgent adoption Rework rising alongside agent adoption From 8.2% → 12.4% defect rate since Nov NovDecJanFebMarAprMay DefectsReworkAgent adoption Agent Tech Global $/pt Avg. daily CC Claude Code Agent · Anthropic Python/TS 96% $0.42 22.4 D Devin Agent · Cognition Python 89% $0.71 18.1 C Cursor AI-assisted · Anysphere TypeScript 94% $0.58 15.7 GC GitHub Copilot AI-assisted · GitHub Python 91% $0.63 12.3 GC Gemini Code Assist AI-assisted · Google Python/Go 93% $0.55 14.2 Team vs. benchmark How your org compares · Q to date Delivery / cost 93th Agent-delivered code 95th Autonomous delivery 80th Defect rate 50th Innovation rate 27th Roadmap alignment 17th ![Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles](/framerusercontent/images/7F5b1KvxyZCW6FdaKwaw33WOXgI.png?width=2264&height=1440) Measuring the agentic workforce at fast-growing companies around the world ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) Measuring the agentic workforce at fast-growing companies around the world ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) [![](https://framerusercontent.com/images/oZFJJRRA2iB7HoDj2AchhRKbW3Y.jpg?width=1788&height=1002)](/framerusercontent/assets/vqhOZlng0CJr6pOWqZUBlNJtk8.mp4) The Pensero Intelligence ## The Intelligence that helps you choose the best and most efficient combination of humans and agents ## The Intelligence that helps you choose the best and most efficient combination of humans and agents Objective visibility into every agentic contribution. The Pensero Intelligence ## The Intelligence that helps you choose the best and most efficient combination of humans and agents Objective visibility into every agentic contribution. Agentic ROI Proves what your agentic AI investment returned — cost per unit of delivered work, comparable across humans, AI-assisted and agents. Battle-tested across millions of datapoints, so the return is evidence, not a vendor's projection. [Learn more](./platform/agentic-roi) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) AI Deployment ![Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises](/framerusercontent/images/36kceYbOmqqctBm6ooCICOp4wc.png?width=1014&height=675) ![Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises](/framerusercontent/images/36kceYbOmqqctBm6ooCICOp4wc.png?width=1014&height=675) Delivery Intelligence Delivery Intelligence Provides real-time visibility into output, flow, and roadmap alignment, separating human, AI-assisted, and agent contribution so you can see where delivery compounds and where it stalls. [Learn more](./platform/delivery-intelligence) ![Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs](/framerusercontent/images/Fg1cTWCDt9ag7PY3bMwk8fKL7Y.png?width=1017&height=683) ![Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs](/framerusercontent/images/Fg1cTWCDt9ag7PY3bMwk8fKL7Y.png?width=1017&height=683) Talent & Benchmarking Talent & Benchmarking Compare agents, models and vendors on identical work, on the same scale as humans, so you can see where the line should sit. [Learn more](./platform/talent-benchmarking) ![Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration](/framerusercontent/images/W0I4ZJHnVta4Tqe7duUXalvjc.png?width=1021&height=684) ![Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration](/framerusercontent/images/W0I4ZJHnVta4Tqe7duUXalvjc.png?width=1021&height=684) Code Quality Code Quality Measures code health, review effectiveness, defect trends, and rework, tracing each back to the human or agent that caused it so speed never comes at the cost of quality. [Learn more](./platform/code-quality) ![Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix](/framerusercontent/images/ErrUPAta4eUENJ8AqlX3ATpA.png?width=1021&height=686) ![Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix](/framerusercontent/images/ErrUPAta4eUENJ8AqlX3ATpA.png?width=1021&height=686) CapEx & Finance CapEx & Finance Delivers finance-ready reports that track CapEx, R&D capitalization, and how agent and human spend allocates across projects, for audit compliance and executive decision-making. [Learn more](./platform/capex-analysis) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) Agent delivery Exceeding 160.4 pts delivered by agents, QTD 58.8 PRs · 101.6 reviews Agent share Exceeding 23% of total delivery up 6.2 pts vs prev. period Defect rate Exceeding 2.1% of agent-authored code well below Marsh median 7.9 Rework Exceeding 3.4% of agent delivery below Marsh median 8.5 Agent activity by type Delivery pointsCount 160.4 pts (58.8 PRs, 101.6 reviews) SepOctNovDecJanFebMarAprMayJunJulAug PRsReviews Top agent work Top PRsTop Reviews Coalesce Signals and Calibrate matrix polling into one request per matrix 16.0 Fix OTel usage double/undercounting: race-safe buffer+flush, round cost 10.0 Tolerate enrichment fields omitted by the LLM 6.0 Link defective/reworked PR panels to the work item page 6.0 Stop duplicate collaborator BowItems when generating PR splits 6.0 View more PRs How defective is the team's code? 2.1% of delivery this period was defective Marsh median: 7.9 SepOctNovDecJanFebMarAprMayJunJulAug AgentsHumans How much delivery was rework? 3.4% of delivery this period was rework Marsh median: 8.5 SepOctNovDecJanFebMarAprMayJunJulAug AgentsHumans User adoption 92% 236 of 257 engineers 12 devs this quarter AI cost $4,425 extra spend, quarter to date 25% from last quarter Token efficiency 4.2k tokens per delivery point Defect rate 1.8% of total delivery 10.6pp improvement Token efficiency improving every week ↓ 4,218 tokens / pt today vs 10k+ in Nov NovDecJanFebMarAprMay Tokens per delivery point AI spend stays lean as adoption scales $4,425 total · $101.71 per engineer NovDecJanFebMarAprMay Weekly AI usage cost AI-assisted PRs now drive 82% of delivery 1,859 pts shipped with AI this quarter NovDecJanFebMarAprMay PR deliveryOOO lossAI-assisted trend Defects shrinking as AI usage rises From 12.4% → 1.8% defect rate since Nov NovDecJanFebMarAprMay Defect costBug fixingAI adoption Total delivery Exceeding 9,612 points shipped, QTD +18% vs prev. period Per headcount Exceeding 54.0 avg pts per engineer 7.2× benchmark PRs merged Exceeding 2,847 across 178 engineers, QTD +22% vs prev. period Focus time Watch 72% of work week in deep work -3% vs prev. period Delivery velocity climbing across the org 9,612 pts this quarter, +18% vs prior period NovDecJanFebMarAprMay DeliveryOOO lossPer HC trend What delivery looks like By contribution type, QTD Pull requests62.0% Tickets24.0% Documents9.0% Communications5.0% 2,847 pull requests merged · 1,204 tickets closed Work Epic Team Contributors Pts Integrate SSO with org-level alerts Improvement Auth & SSO Engineering MJ SD 44.2 Attribute usage data to billing segments Improvement Billing Engineering CM BL 39.5 OAuth token refresh failing on reconnect KTLO — Engineering PS AK SD 21.1 Support multi-region deployment config New Infrastructure Platform BL MJ 19.6 Refactor webhook retry pipeline Improvement Integrations Eng, Product CM PS 17.8 Team Pts /HC Core Engineering 8,24046.3 Product & Design 74853.4 Platform 38664.3 Infrastructure 16254.0 Data 7638.0 How does your organization compare? · Quarter to date, Apr 01 – May 14 Delivery per headcount 93th AI-assisted code 95th Innovation rate 27th Cycle time 56th Talent density 84th Defect rate 50th Collaboration 80th Roadmap alignment 17th Capitalizable 53th Knowledge gaps 73th Top 7% in delivery — and climbing 93rd Avg. weekly delivery points per active developer DecJanFebMarAprMay 95th percentile in AI adoption across the industry 95th Share of merged code that was AI-assisted DecJanFebMarAprMay Collaboration score in the top 20% globally 80th Share of delivery spent on collaboration and enablement DecJanFebMarAprMay Knowledge gaps closing fast 73rd Knowledge gap index across active engineering teams DecJanFebMarAprMay Code quality is the best it's ever been· Quarter to date, Apr 01 – May 15 Defect rate Exceeding 1.8% of delivery this quarter 2.6× better than global benchmark 4.7 Defect-free code Exceeding 98.2% of shipped code has zero defects 51.8% improvement vs prev. period Code coverage Exceeding 88.6% across 462 PRs · weekly avg 69.0% 19.6 pts above the weekly average Rework rate Watch 1.2% 28.6 pts rewritten this period Dec and Mar spikes now resolved Defect rate at an all-time low this quarter 1.8% (41.9 pts) of delivery had defects · global benchmark 4.7 NovDecJanFebMarAprMay Defect costBug fixingDefect cost % Rework at its lowest — 1.2% this quarter 1.2% (28.6 pts) of delivery was rewritten · weekly avg 1.7 NovDecJanFebMarAprMay ReworkRework % Delivery and quality mapped across every contributor Quality score vs. delivery output · active contributors, Apr 01 – May 15 0%25%50%75%100%0%25%50%75%100%Delivery →Quality →Quality focusedHigh performersNeeds attentionQuantity over qualityMCYGFAARIPRLJSDSMDDGPN High performersOther quadrants Capitalizable Exceeding 78.1% of total delivery, QTD up 9.8 pts vs prev. period Capitalizable value Exceeding $1.37M attributable salary, QTD +12.3% vs prev. period Total comp tracked $1.76M across 178 engineers, QTD 100% attribution coverage Non-capitalizable Watch $388K operations & maintenance +2.1% vs prev. period Capitalizable share rising every quarter From 62% → 78.1% cap rate since November NovDecJanFebMarAprMay CapitalizableNon-capitalizableCap % trend Where the value goes By work category, QTD Capitalizable · $1.37M New features$862K Improvements$508K Non-capitalizable · $388K KTLO$221K Performance$126K Other$41K Epic % cap Cap. value Multi-tenant SSO integration 100% $168.2K Usage-based billing engine 100% $124.6K Customer onboarding redesign 94% $116.3K API rate limiter & throttling 71% $93.1K Webhook event delivery system 100% $78.8K Employee % cap Cap. value MJ Marcus Johnson 99.1% — SD Sophie Durand 96.9% $12.8K CM Carlos Medina 94.2% $12.6K PS Priya Sharma 93.1% $12.4K BL Bryan Lee 89.5% $11.9K Agentic ROI Proves what your agentic AI investment returned — cost per unit of delivered work, comparable across humans, AI-assisted and agents. Battle-tested across millions of datapoints, so the return is evidence, not a vendor's projection. [Learn more](./platform/agentic-roi) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) AI Deployment Tracks agent and assistant adoption, delivered output, quality outcomes, and cost per unit of work to prove what your AI investment actually returned. [Learn more](./platform/ai-deployment) ![Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises](/framerusercontent/images/36kceYbOmqqctBm6ooCICOp4wc.png?width=1014&height=675) Delivery Intelligence Provides real-time visibility into output, flow, and roadmap alignment, separating human, AI-assisted, and agent contribution so you can see where delivery compounds and where it stalls. [Learn more](./platform/delivery-intelligence) ![Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs](/framerusercontent/images/Fg1cTWCDt9ag7PY3bMwk8fKL7Y.png?width=1017&height=683) Talent & Benchmarking Compare agents, models and vendors on identical work, on the same scale as humans, so you can see where the line should sit. [Learn more](./platform/talent-benchmarking) ![Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration](/framerusercontent/images/W0I4ZJHnVta4Tqe7duUXalvjc.png?width=1021&height=684) Code Quality Measures code health, review effectiveness, defect trends, and rework, tracing each back to the human or agent that caused it so speed never comes at the cost of quality. [Learn more](./platform/code-quality) ![Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix](/framerusercontent/images/ErrUPAta4eUENJ8AqlX3ATpA.png?width=1021&height=686) CapEx & Finance Delivers finance-ready reports that track CapEx, R&D capitalization, and how agent and human spend allocates across projects, for audit compliance and executive decision-making. [Learn more](./platform/capex-analysis) ![Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer](/framerusercontent/images/Vu47AbqhyrkjmIMq7CZ3xTDlVRA.png?width=1021&height=685) Agent delivery Exceeding 160.4 pts delivered by agents, QTD 58.8 PRs · 101.6 reviews Agent share Exceeding 23% of total delivery up 6.2 pts vs prev. period Defect rate Exceeding 2.1% of agent-authored code well below Marsh median 7.9 Rework Exceeding 3.4% of agent delivery below Marsh median 8.5 Agent activity by type Delivery pointsCount 160.4 pts (58.8 PRs, 101.6 reviews) SepOctNovDecJanFebMarAprMayJunJulAug PRsReviews Top agent work Top PRsTop Reviews Coalesce Signals and Calibrate matrix polling into one request per matrix 16.0 Fix OTel usage double/undercounting: race-safe buffer+flush, round cost 10.0 Tolerate enrichment fields omitted by the LLM 6.0 Link defective/reworked PR panels to the work item page 6.0 Stop duplicate collaborator BowItems when generating PR splits 6.0 View more PRs How defective is the team's code? 2.1% of delivery this period was defective Marsh median: 7.9 SepOctNovDecJanFebMarAprMayJunJulAug AgentsHumans How much delivery was rework? 3.4% of delivery this period was rework Marsh median: 8.5 SepOctNovDecJanFebMarAprMayJunJulAug AgentsHumans User adoption 92% 236 of 257 engineers 12 devs this quarter AI cost $4,425 extra spend, quarter to date 25% from last quarter Token efficiency 4.2k tokens per delivery point Defect rate 1.8% of total delivery 10.6pp improvement Token efficiency improving every week ↓ 4,218 tokens / pt today vs 10k+ in Nov NovDecJanFebMarAprMay Tokens per delivery point AI spend stays lean as adoption scales $4,425 total · $101.71 per engineer NovDecJanFebMarAprMay Weekly AI usage cost AI-assisted PRs now drive 82% of delivery 1,859 pts shipped with AI this quarter NovDecJanFebMarAprMay PR deliveryOOO lossAI-assisted trend Defects shrinking as AI usage rises From 12.4% → 1.8% defect rate since Nov NovDecJanFebMarAprMay Defect costBug fixingAI adoption Total delivery Exceeding 9,612 points shipped, QTD +18% vs prev. period Per headcount Exceeding 54.0 avg pts per engineer 7.2× benchmark PRs merged Exceeding 2,847 across 178 engineers, QTD +22% vs prev. period Focus time Watch 72% of work week in deep work -3% vs prev. period Delivery velocity climbing across the org 9,612 pts this quarter, +18% vs prior period NovDecJanFebMarAprMay DeliveryOOO lossPer HC trend What delivery looks like By contribution type, QTD Pull requests62.0% Tickets24.0% Documents9.0% Communications5.0% 2,847 pull requests merged · 1,204 tickets closed Work Epic Team Contributors Pts Integrate SSO with org-level alerts Improvement Auth & SSO Engineering MJ SD 44.2 Attribute usage data to billing segments Improvement Billing Engineering CM BL 39.5 OAuth token refresh failing on reconnect KTLO — Engineering PS AK SD 21.1 Support multi-region deployment config New Infrastructure Platform BL MJ 19.6 Refactor webhook retry pipeline Improvement Integrations Eng, Product CM PS 17.8 Team Pts /HC Core Engineering 8,24046.3 Product & Design 74853.4 Platform 38664.3 Infrastructure 16254.0 Data 7638.0 How does your organization compare? · Quarter to date, Apr 01 – May 14 Delivery per headcount 93th AI-assisted code 95th Innovation rate 27th Cycle time 56th Talent density 84th Defect rate 50th Collaboration 80th Roadmap alignment 17th Capitalizable 53th Knowledge gaps 73th Top 7% in delivery — and climbing 93rd Avg. weekly delivery points per active developer DecJanFebMarAprMay 95th percentile in AI adoption across the industry 95th Share of merged code that was AI-assisted DecJanFebMarAprMay Collaboration score in the top 20% globally 80th Share of delivery spent on collaboration and enablement DecJanFebMarAprMay Knowledge gaps closing fast 73rd Knowledge gap index across active engineering teams DecJanFebMarAprMay Code quality is the best it's ever been· Quarter to date, Apr 01 – May 15 Defect rate Exceeding 1.8% of delivery this quarter 2.6× better than global benchmark 4.7 Defect-free code Exceeding 98.2% of shipped code has zero defects 51.8% improvement vs prev. period Code coverage Exceeding 88.6% across 462 PRs · weekly avg 69.0% 19.6 pts above the weekly average Rework rate Watch 1.2% 28.6 pts rewritten this period Dec and Mar spikes now resolved Defect rate at an all-time low this quarter 1.8% (41.9 pts) of delivery had defects · global benchmark 4.7 NovDecJanFebMarAprMay Defect costBug fixingDefect cost % Rework at its lowest — 1.2% this quarter 1.2% (28.6 pts) of delivery was rewritten · weekly avg 1.7 NovDecJanFebMarAprMay ReworkRework % Delivery and quality mapped across every contributor Quality score vs. delivery output · active contributors, Apr 01 – May 15 0%25%50%75%100%0%25%50%75%100%Delivery →Quality →Quality focusedHigh performersNeeds attentionQuantity over qualityMCYGFAARIPRLJSDSMDDGPN High performersOther quadrants Capitalizable Exceeding 78.1% of total delivery, QTD up 9.8 pts vs prev. period Capitalizable value Exceeding $1.37M attributable salary, QTD +12.3% vs prev. period Total comp tracked $1.76M across 178 engineers, QTD 100% attribution coverage Non-capitalizable Watch $388K operations & maintenance +2.1% vs prev. period Capitalizable share rising every quarter From 62% → 78.1% cap rate since November NovDecJanFebMarAprMay CapitalizableNon-capitalizableCap % trend Where the value goes By work category, QTD Capitalizable · $1.37M New features$862K Improvements$508K Non-capitalizable · $388K KTLO$221K Performance$126K Other$41K Epic % cap Cap. value Multi-tenant SSO integration 100% $168.2K Usage-based billing engine 100% $124.6K Customer onboarding redesign 94% $116.3K API rate limiter & throttling 71% $93.1K Webhook event delivery system 100% $78.8K Employee % cap Cap. value MJ Marcus Johnson 99.1% — SD Sophie Durand 96.9% $12.8K CM Carlos Medina 94.2% $12.6K PS Priya Sharma 93.1% $12.4K BL Bryan Lee 89.5% $11.9K Featured pensero mcp Your engineering intelligence, now queryable. Query your live Pensero data straight from Claude, ChatGPT or any MCP-compatible assistant. Ask about agent performance, cost per unit of work, quality or benchmarks in plain language. [Discover Pensero MCP](./platform/mcp) Pensero MCPconnected Pensero MCPconnected Claude Featured pensero mcp Your engineering intelligence, now queryable. Query your live Pensero data straight from Claude, ChatGPT or any MCP-compatible assistant. Ask about agent performance, cost per unit of work, quality or benchmarks in plain language. [Discover Pensero MCP](./platform/mcp) Pensero MCPconnected Pensero MCPconnected Claude ### 30% Average increase in delivered output ### 25% Reduction in agent spend that produced nothing ### 60% ### 60% Improvement in cost per unit of delivered work Agent budgets are approved on promise today. Pensero turns them into a portfolio with a return. Customer stories ## Loved by high-performing teams ## Loved by high-performing teams What changed when output became measurable: in their words, with their numbers. Customer stories ## Loved by high-performing teams What changed when output became measurable: in their words, with their numbers. - ![](/framerusercontent/images/nsLLC0amXlErWM6Zz4ZDAVhQ.png?width=3772&height=924) "Demystifying engineering productivity.” ![](/framerusercontent/images/074nFWJ1liI54HONy7nEXbWoXf8.png?width=2048&height=2048) Justin Nguyen Director of Engineering [Read story](./customers/persuit) [![](https://framerusercontent.com/images/A0h14q85unaix2SItpaH1SqgGQ.png?width=1556&height=872)](/framerusercontent/assets/Nixzy0tUrNVqPRZSxhgir3Anx24.mp4) - ![](/framerusercontent/images/omcYaw7lEGforqlgvJjWCLJKhE.svg?width=152&height=32) "Pensero is story points after the fact. With Pensero we go 4x faster." ![](/framerusercontent/images/bvzylobDacFtS4PdRxYJGEiplk.webp?width=498&height=332) Andrew Eye CEO and Founder at ClosedLoop [Read story](./customers/closedloop) [![](https://framerusercontent.com/images/BikUoEfrx2xkSQ9HOwCMMYrYs.webp?width=1310&height=729)](/framerusercontent/assets/oMugL4VGQMFFck8Ha17kZX2Eiy0.mp4) - ![](/framerusercontent/images/k9gs5h3cWQqwnCEDMI48gc6Qqw.svg?width=85&height=30) "It’s a way to sit with an engineer and show them everything they’ve done, and learn from it." ![](/framerusercontent/images/Ks45E44BjBIzD6Tfuh80zVVtlY.webp?width=221&height=243) Ignasi Vegas CEO and Co-founder at Cubbo [Read story](./customers/cubbo) [![](https://framerusercontent.com/images/iZL1XFNciaJNacRzrcXj2OwHNGw.jpg?width=2616&height=1466)](/framerusercontent/assets/yamFUJTC38rGOc1KoM4a3VnmN6s.mp4) - ![](/framerusercontent/images/e9WQo52IPMQKwYNSNJ3E1JvU8U.webp?width=927&height=240) "Pensero is my compass for knowing where the team is headed.” ![](/framerusercontent/images/z5nk6yrOuYmH8PF7MkEMuvusalE.webp?width=200&height=200) Jordi Miró CTO at Zynap [Read story](./customers/zynap) [![](https://framerusercontent.com/images/1STJSw1SgcBBh8dus7PiUs2bE.webp?width=1303&height=726)](/framerusercontent/assets/uVa0Lvqp9i4yP7rPSlVeMP74Joc.mp4) - ![](/framerusercontent/images/44xfmHnvxBpZtHL2IIqNTQCPrIQ.png?width=2231&height=477) “Finally a tool that truly increases velocity." ![](/framerusercontent/images/iBGT76X3SFkH3R5ixynUYOaGBdA.webp?width=272&height=363) Nick Traylor Head of Engineering at Stord [Read story](./customers/stord) [![](https://framerusercontent.com/images/nsARvYmCKr2SiHTw1cVKazT5Y4.png?width=1672&height=941)](/framerusercontent/assets/y43ru709KVCy4DbYwF3tnzotoE.mp4) ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - ![](/framerusercontent/images/nsLLC0amXlErWM6Zz4ZDAVhQ.png?width=3772&height=924) "Demystifying engineering productivity.” ![](/framerusercontent/images/074nFWJ1liI54HONy7nEXbWoXf8.png?width=2048&height=2048) Justin Nguyen Director of Engineering [Read story](./customers/persuit) [![](https://framerusercontent.com/images/A0h14q85unaix2SItpaH1SqgGQ.png?width=1556&height=872)](/framerusercontent/assets/Nixzy0tUrNVqPRZSxhgir3Anx24.mp4) - ![](/framerusercontent/images/omcYaw7lEGforqlgvJjWCLJKhE.svg?width=152&height=32) "Pensero is story points after the fact. With Pensero we go 4x faster." ![](/framerusercontent/images/bvzylobDacFtS4PdRxYJGEiplk.webp?width=498&height=332) Andrew Eye CEO and Founder at ClosedLoop [Read story](./customers/closedloop) [![](https://framerusercontent.com/images/BikUoEfrx2xkSQ9HOwCMMYrYs.webp?width=1310&height=729)](/framerusercontent/assets/oMugL4VGQMFFck8Ha17kZX2Eiy0.mp4) - ![](/framerusercontent/images/k9gs5h3cWQqwnCEDMI48gc6Qqw.svg?width=85&height=30) "It’s a way to sit with an engineer and show them everything they’ve done, and learn from it." ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas CEO and Co-founder at Cubbo [Read story](./customers/cubbo) [![](https://framerusercontent.com/images/f8Gf3SOsaADW3oE5MnCmzC55hA.webp?width=1308&height=733)](/framerusercontent/assets/yamFUJTC38rGOc1KoM4a3VnmN6s.mp4) - ![](/framerusercontent/images/e9WQo52IPMQKwYNSNJ3E1JvU8U.webp?width=927&height=240) "Pensero is my compass for knowing where the team is headed.” ![](/framerusercontent/images/z5nk6yrOuYmH8PF7MkEMuvusalE.webp?width=200&height=200) Jordi Miró CTO at Zynap [Read story](./customers/zynap) [![](https://framerusercontent.com/images/1STJSw1SgcBBh8dus7PiUs2bE.webp?width=1303&height=726)](/framerusercontent/assets/uVa0Lvqp9i4yP7rPSlVeMP74Joc.mp4) - ![](/framerusercontent/images/44xfmHnvxBpZtHL2IIqNTQCPrIQ.png?width=2231&height=477) “Finally a tool that truly increases velocity." ![](/framerusercontent/images/iBGT76X3SFkH3R5ixynUYOaGBdA.webp?width=272&height=363) Nick Traylor Head of Engineering at Stord [Read story](./customers/stord) [![](https://framerusercontent.com/images/nsARvYmCKr2SiHTw1cVKazT5Y4.png?width=1672&height=941)](/framerusercontent/assets/y43ru709KVCy4DbYwF3tnzotoE.mp4) ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - ![](/framerusercontent/images/nsLLC0amXlErWM6Zz4ZDAVhQ.png?width=3772&height=924) "Demystifying engineering productivity.” ![](/framerusercontent/images/074nFWJ1liI54HONy7nEXbWoXf8.png?width=2048&height=2048) Justin Nguyen Director of Engineering at Stord [Read story](./customers/persuit) [![](https://framerusercontent.com/images/A0h14q85unaix2SItpaH1SqgGQ.png?width=1556&height=872)](/framerusercontent/assets/Nixzy0tUrNVqPRZSxhgir3Anx24.mp4) - ![](/framerusercontent/images/omcYaw7lEGforqlgvJjWCLJKhE.svg?width=152&height=32) "Pensero is story points after the fact. With Pensero we go 4x faster." ![](/framerusercontent/images/bvzylobDacFtS4PdRxYJGEiplk.webp?width=498&height=332) Andrew Eye CEO and Founder at ClosedLoop [Read story](./customers/closedloop) [![](https://framerusercontent.com/images/BikUoEfrx2xkSQ9HOwCMMYrYs.webp?width=1310&height=729)](/framerusercontent/assets/oMugL4VGQMFFck8Ha17kZX2Eiy0.mp4) - ![](/framerusercontent/images/k9gs5h3cWQqwnCEDMI48gc6Qqw.svg?width=85&height=30) "It’s a way to sit with an engineer and show them everything they’ve done, and learn from it." ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas CEO and Co-founder at Cubbo [Read story](./customers/cubbo) [![](https://framerusercontent.com/images/f8Gf3SOsaADW3oE5MnCmzC55hA.webp?width=1308&height=733)](/framerusercontent/assets/yamFUJTC38rGOc1KoM4a3VnmN6s.mp4) - ![](/framerusercontent/images/e9WQo52IPMQKwYNSNJ3E1JvU8U.webp?width=927&height=240) "Pensero is my compass for knowing where the team is headed.” ![](/framerusercontent/images/z5nk6yrOuYmH8PF7MkEMuvusalE.webp?width=200&height=200) Jordi Miró CTO at Zynap [Read story](./customers/zynap) [![](https://framerusercontent.com/images/1STJSw1SgcBBh8dus7PiUs2bE.webp?width=1303&height=726)](/framerusercontent/assets/uVa0Lvqp9i4yP7rPSlVeMP74Joc.mp4) - ![](/framerusercontent/images/44xfmHnvxBpZtHL2IIqNTQCPrIQ.png?width=2231&height=477) “Finally a tool that truly increases velocity." ![](/framerusercontent/images/iBGT76X3SFkH3R5ixynUYOaGBdA.webp?width=272&height=363) Nick Traylor Head of Engineering at Stord [Read story](./customers/stord) [![](https://framerusercontent.com/images/nsARvYmCKr2SiHTw1cVKazT5Y4.png?width=1672&height=941)](/framerusercontent/assets/y43ru709KVCy4DbYwF3tnzotoE.mp4) ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) - ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) - ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) - ![](/framerusercontent/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) Sources ## Every agent, assistant and human in one system of record ## Every agent, assistant and human in one system of record Your entire delivery stack, translated into comparable signals. No new workflow, no instrumentation project. Sources ## Every agent, assistant and human in one system of record Your entire delivery stack, translated into comparable signals. No new workflow, no instrumentation project. ![](/framerusercontent/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) ![](/framerusercontent/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) ![](/framerusercontent/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) ![](/framerusercontent/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) ![](/framerusercontent/images/z20qqiSV5xTSfJeTvJ84s0vP10M.png?width=3807&height=1012) ![](/framerusercontent/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) ![](/framerusercontent/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) ![](/framerusercontent/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) ![](/framerusercontent/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) ![](/framerusercontent/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) ![](/framerusercontent/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) ![](/framerusercontent/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) ![](/framerusercontent/images/tfL9bvEL9S9xGEife2fQ9RoqBQA.png?width=128&height=128) [Explore all integrations](./integrations) 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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - 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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - 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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - 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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) 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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - 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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) How it works ## Get started in minutes. See insights in hours. ## Get started in minutes. See insights in hours. Connect your stack. See months of history from day one. How it works ## Get started in minutes. See insights in hours. Connect your stack. See months of history from day one. 1 hour Connect & Structure Repositories, tickets, chat and AI tools connect automatically. Every unit of work, human, AI-assisted or agent, is structured and scored on the same scale. 1 hour Connect & Structure Repositories, tickets, chat and AI tools connect automatically. Every unit of work, human, AI-assisted or agent, is structured and scored on the same scale. 1 day Analyse & Attribute Output separated by source: human, AI-assisted, agent-only. Cost per unit of delivered work, rework attribution, and where agents are creating bottlenecks upstream. 1 day Analyse & Attribute Output separated by source: human, AI-assisted, agent-only. Cost per unit of delivered work, rework attribution, and where agents are creating bottlenecks upstream. 1 week Calibrate & Decide Head-to-head agent comparison against benchmark. Which agents stay, where the next one goes, and what to keep human with board-ready numbers behind each answer. 1 week Calibrate & Decide Head-to-head agent comparison against benchmark. Which agents stay, where the next one goes, and what to keep human with board-ready numbers behind each answer. Pricing ## We fit your needs ## We fit your needs Simple plans. Scale as your team grows. Pricing ## We fit your needs Simple plans. Scale as your team grows. Starter Free Everything you need to start. [Sign up](https://pensero.ai/auth/signup/) Up to 5 users 1 code repository Delivery metrics Quality metrics Collaboration metrics AI Impact tracking Engineering investment tracking Team and individual reports 90-day data retention Starter Free Everything you need to start. [Sign up](https://pensero.ai/auth/signup/) Up to 5 users 1 code repository Delivery metrics Quality metrics Collaboration metrics AI Impact tracking Engineering investment tracking Team and individual reports 90-day data retention Growth $50 / seat / month For teams at scale. [Let's talk](./book-demo) Everything in Starter Unlimited users Unlimited code repositories SSO / SAML and directory sync API/MCP access 1-year data retention MOST POPULAR Growth $50 / seat / month For teams at scale. [Let's talk](./book-demo) Everything in Starter Unlimited users Unlimited code repositories SSO / SAML and directory sync API/MCP access 1-year data retention MOST POPULAR Enterprise Usage Based Pricing Get R&D capitalization and on-prem. [Contact us](./landing/enterprise) Everything in Growth R&D capitalization On-prem and custom integrations Devin integration included Dedicated CSM and priority support Custom onboarding and training API access MCP capabilities Enterprise Usage Based Pricing Get R&D capitalization and on-prem. [Contact us](./landing/enterprise) Everything in Growth R&D capitalization On-prem and custom integrations Devin integration included Dedicated CSM and priority support Custom onboarding and training API access MCP capabilities ## See what your agents are actually delivering Connect one repository and get months of history back. No instrumentation, no workflow change. Your own data, in minutes. [Let's talk](./book-demo) ## See what your agents are actually delivering Connect one repository and get months of history back. No instrumentation, no workflow change. Your own data, in minutes. 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