162 sources from practitioners, by month and sentiment.
Team and leader accounts lean positive. Model choice draws the most praise, in 6 of 7 accounts. Cost draws the most concern, followed by uneven output and review load. Thirteen teams keep agent work in Cursor, while sixteen moved it to a separate agent, among them Applied Intuition.
Counted for Engineering leaders and teams, from 73 sources. Change group
What practitioners praise
Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.
1Model Choice6 of 7 sources on it praise itAccess to several model providers, including Cursor's Composer and Grok, and the ability to switch per task.
Loves Cursor at work, but since the Cursor Token Rate their company tells developers to use Claude and Codex directly, so the commenter uses Cursor-native Grok models almost exclusively.
Published Aug 29, 2026self-described: Company moved devs from Cursor to Claude and Codex direct
Just set their team up on a Cursor enterprise plan: cloud agents with computer use, the best AI reviewer the commenter has tested in Bugbot, and Composer 2.5 with Opus for planning.
Published Jun 16, 2026self-described: CTO of Flourish Health, set the team up on Cursor
Practitioner account, pseudonymous; ran the rollout; not counted, repeats a stronger account
Their company runs on Cursor and picks models per job: Kimi for easy fixes, Opus or Sonnet for plans, Composer 2.5 and smaller models for fast implementation.
Published Jun 4, 2026self-described: Company on Cursor
Practitioner account, pseudonymous; direct use; counts toward Operational control
A daily user in a large production codebase delegates simpler Linear tasks to cloud agents and picks them up in the editor, and values not being tied to one model provider.
Published Apr 2, 2026self-described: Large production codebase
Practitioner account, pseudonymous; ran the rollout; not counted, repeats a stronger account
Their team runs its own tiered task suite on each new model and finds cheaper models such as Cursor's fast model good enough for some tasks while reserving larger ones for others.
Published Oct 30, 2025
Practitioner account, pseudonymous; opinion; not counted, takes no position
Mixed or negative, 1
Negative
bushido, Hacker News commenter who sets tool policy at their company
Barred Cursor at their company after its automatic model and effort selection moved to weaker models mid-task and produced bad results.
Published Mar 12, 2026self-described: Co-founder of SkipUp, who barred Cursor at the company
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
GILD's fact checks, which don't count as sources
Checked Oct 28, 2026.Each X Subscription plan includes one weekly pool for Grok and Composer, and third-party models bill at API list price from prepaid credit from the first request. Legacy Pro, Pro+, and Ultra plans keep two monthly pools, Cursor Models and Other Models. Model choice therefore decides how fast included usage runs out and what lands on the bill. Models & Pricing
Manoj Vaitla's Salesforce team built its test failure triage agent with Cursor in 4 to 6 weeks, work they expected to take months, and credits Cursor's codebase-aware suggestions. The agent cut failure resolution time by 30%.
"What would have taken months to build, the team delivered in just 4-6 weeks. Cursor’s deep integration with the codebase provided immediate, contextually relevant suggestions during the development of the TF-Triage Agent."
Excerpt, Manoj Vaitla
Published Jul 30, 2025Salesforce Platform Quality Engineering, triage for 6 million daily tests
Practitioner account, name and role on their organization's own page; direct use; counts toward Delivered outcomes
Positive
Akshay Misra and Karmi Nguyen, engineering blog authors at Grab
Grab reports that 98% of its tech staff became monthly Cursor users and about 75% use it weekly, with about half of suggestions accepted and over a third of merge requests using Cursor. Engineers say tasks that took a full day now take hours, helped by preconfigured rules for Grab's conventions.
"Qualitative feedback confirms what the adoption numbers suggest: tasks that took a full day to complete now take hours."
Excerpt, Akshay Misra and Karmi Nguyen
Published Jan 29, 2026Grab engineering, Southeast Asian superapp; Cursor since late 2024 beside other tools
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Adoption and upkeep
Positive
Kristin Foss, VP of Software Engineering for Customer Centric Engineering at Salesforce
Kristin Foss's 180-person Salesforce team uses Cursor, Windsurf and Claude CLI to build working reproductions of customer issues from internal source code, cutting reproduction work that took hours or days down to minutes.
"…our CCE engineers now leverage Cursor, Windsurf, and Claude CLI. These AI-powered development tools allow them to quickly create working reproductions that mirror customer problems using internal source code, drastically speeding up our debugging workflows."
Jit's VP of engineering moved the whole engineering team from JetBrains to Cursor and ran workshops on Cursor rules. Once the rules were written the agent followed the codebase, and two months in the team measured 1.8x to 3x faster delivery of new features.
"…once we defined the right [Cursor] rules, we started getting better results. The agents could adapt, understand our codebase, and behave much more intelligently compared to working without any guidance."
Excerpt, Daniel Koch
Published May 15, 2025self-described: Jit engineering team, moved from JetBrains IDEs to Cursor
Practitioner account, self-described; second-hand; not counted until substantiated
Reviewing a feature written with Cursor, the commenter judged only about 200 lines necessary because it ignored the team's utility library. Approved it since hunting the right functions would take all day.
Published Oct 9, 2025self-described: Team where management mandated Cursor
Practitioner account, pseudonymous; second-hand; not counted, repeats a stronger account
Positive
Scott Yancey, EVP of Software Engineering at Salesforce
Cursor could not handle Salesforce's monolith of hundreds of thousands of files, so the team scoped workspaces to team-owned modules and adopted it for the 80% of work it fits.
Published Sep 8, 2025self-described: Salesforce, teams working in the Core monolith
Practitioner account, name and role on their organization's own page; ran the rollout; counts toward Delivered outcomes, Adoption and upkeep
Moved their whole team to Cursor as an enterprise customer and is considering canceling over nonexistent support and bugs such as creating new files where an edit belongs in a monorepo.
Published Apr 16, 2025self-described: Enterprise customer who moved their whole team to Cursor
Practitioner account, pseudonymous; ran the rollout; counts toward Delivered outcomes
Cursor has been a workhorse at their company for months, while Claude Code looped and deleted files in their codebase without completing a meaningful ticket.
Published Aug 8, 2025self-described: Company using Cursor as its main tool for months
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
Positive
Vivienne Wei, with Geeta Shankar and Shiva Nimmagadda, Salesforce Engineering
Salesforce made Cursor a default coding agent, reached over 90% engagement across six engineering clouds in three weeks, and upgraded 475 engineers who exceeded default token limits.
Published Jun 23, 2025self-described: Salesforce Engineering, six engineering clouds
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Cost predictability and limits
Positive
Lakshmi Dontamsetti, Senior Manager of Software Engineering for Mobile Performance at Salesforce
Dontamsetti's team used Cursor and an MCP server to move Splunk dashboards to Tableau, backing up about 240 queries across 20 dashboards, and reports engineering time cut 75%. Explicit rules and a schema mapping document fixed semantically wrong early queries; 20 to 30 percent needed human oversight.
Published Nov 5, 2025self-described: Salesforce Mobile Performance Engineering team, Splunk to Tableau migration
Practitioner account, name and role on their organization's own page; ran the rollout; counts toward Delivered outcomes
Offering about 40 developers Cursor or Claude Code, Ghiculescu saw slightly higher Cursor adoption and says that, from what he has seen, Cursor "seems to be content making smaller and more self contained changes". Sticks with Claude Code to keep Sublime Text; set up Cursor rules and estimates being about 20% more productive thanks to agents.
Published Apr 29, 2025self-described: Tanda, mature Ruby on Rails SaaS codebase, about 40 developers
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Operational control, Cost predictability and limits
A Cursor power user for over a year, Sewell moved agent work to Claude Code, saying no AI agent but Claude Code has updated Builder's 18,000-line React component and Cursor needs more babysitting. Still uses Cursor for Command+K and tab completions.
"I still use Cursor for quick Command+K completions and tab completions. But the agent sidebar? I only touch it when Claude is down."
Excerpt, Steve Sewell
Published Jul 11, 2025Builder.io codebase, including an 18,000-line React component
Vendor material, self-described; direct use; not counted, from a competitor's side
Every concern practitioners raise, most raised first.
1Usage / Cost11 of 16 sources on it raise it as a concernSpend and usage limits, especially as teams move from included usage to paid additional usage.
Loves Cursor at work, but since the Cursor Token Rate their company tells developers to use Claude and Codex directly, so the commenter uses Cursor-native Grok models almost exclusively.
Published Aug 29, 2026self-described: Company moved devs from Cursor to Claude and Codex direct
not counted, repeats a stronger account
Negative
Jovan (jovanvel), early Cursor power user who brought colleagues onto Cursor
An early power user who brought over 30 colleagues onto Cursor calls the mid-subscription Max Mode requirement on legacy plans a betrayal of the terms the poster renewed under.
Published Jul 7, 2026self-described: Brought over 30 people, mostly from their company, onto Cursor
Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits
Their whole team used Cursor for months and liked it. Spend of US$500 to 1,000 a month per person led the business to switch them to Claude Code for its cost controls.
Published Jun 16, 2026
Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits
Was spending around US$2k a week on premium models in Cursor when their team unanimously chose hiring another engineer over more Cursor. Switched to Claude Code Max, equally prolific at 1/10th the price, and calls Cursor's pricing model problematic.
Published Apr 3, 2026self-described: Team weighing Cursor spend against hiring an engineer
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
Their team stopped using Cursor after US$2,500 of unauthorized weekend usage, citing no 2FA and risky defaults such as admin-only usage settings being off.
Published Apr 3, 2026
Practitioner account, pseudonymous; direct use; counts toward Operational control
Their company calculated enterprise renewal pricing rising four to eight times under usage-based terms with a per-token surcharge, and committed to far less Cursor spend.
Published Apr 3, 2026self-described: Company on an enterprise contract
Practitioner account, pseudonymous; ran the rollout; counts toward Cost predictability and limits
Their team was billed about US$450 for a full annual Teams seat added by mistake and removed within seconds, with no warning in the UI, and support called it expected.
Published Mar 14, 2026self-described: Team on a Cursor Teams plan
Practitioner account, pseudonymous; ran the rollout; counts toward Cost predictability and limits
A team admin found 66 of 86 annual seats still held by removed members, with only 13 active, and asks how to avoid paying for seats that cannot be reassigned.
Published Feb 26, 2026self-described: Annual Team plan with 86 seats
Practitioner account, pseudonymous; ran the rollout; not counted, takes no position
Mixed
valentinoPereira, member of a team on a Cursor team plan
Their team uses Cursor rules heavily but still finds model output unpredictable, and runs out of allocated credits, keeping a Google AI Pro plan as backup.
Published Feb 18, 2026self-described: Team plan
Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits
A lead frontend developer says Cursor's business model isn't ideal for teams, since Opus is expensive and overage is shared at the organization level, and parallel agents saturated RAM across IDE instances. Moved to Claude Code after shipping a personal project with coding agents.
Published Feb 10, 2026self-described: Frontend team running client and in-house projects
Practitioner account, self-described; direct use; counts toward Delivered outcomes, Cost predictability and limits
Negative
Stergios (StergiosDikos), developer on a team that accesses Claude through AWS Bedrock
Their team handles the AI bills: Cursor on Auto averaged 3.9 cents a request under the old per-seat contract and 39 cents under the pooled one, with Claude models costing dollars.
Published Jun 16, 2026self-described: Team that pays the bills for Claude, Cursor, GPT agents and Bedrock
Practitioner account, pseudonymous; ran the rollout; counts toward Operational control
Their team keeps agent rules in the repo through AGENTS.md, nearly dropped Cursor in late 2025 but renewed after it improved, and stays near 80% of allowance by planning first on auto.
Published Feb 17, 2026self-described: Small team, most members on Cursor Pro with annual renewals
Practitioner account, pseudonymous; ran the rollout; counts toward Cost predictability and limits
Positive
Vivienne Wei, with Geeta Shankar and Shiva Nimmagadda, Salesforce Engineering
Salesforce made Cursor a default coding agent, reached over 90% engagement across six engineering clouds in three weeks, and upgraded 475 engineers who exceeded default token limits.
Published Jun 23, 2025self-described: Salesforce Engineering, six engineering clouds
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Cost predictability and limits
Has used Bugbot since the beta; in a month it caught around ten real bugs, with occasional false positives. Calls US$40/month on the more expensive end and says Bugbot can offer real value for small teams with limited review time.
Published Sep 2, 2025self-described: Small engineering team at a software consultancy
Practitioner account, name and role on their organization's own page; direct use; counts toward Delivered outcomes, Cost predictability and limits, Adoption and upkeep
Offering about 40 developers Cursor or Claude Code, Ghiculescu saw slightly higher Cursor adoption and says that, from what he has seen, Cursor "seems to be content making smaller and more self contained changes". Sticks with Claude Code to keep Sublime Text; set up Cursor rules and estimates being about 20% more productive thanks to agents.
Published Apr 29, 2025self-described: Tanda, mature Ruby on Rails SaaS codebase, about 40 developers
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Operational control, Cost predictability and limits
GILD's fact checks, which don't count as sources
Checked Oct 28, 2026.On current Teams plans, additional usage draws from a prepaid team balance, and admins set a monthly team limit, a default per-member limit, and per-member overrides. Legacy Teams seats keep on-demand usage on by default with a team-wide spend limit. A report of unexpected spend does not establish that spending controls are missing. Team Pricing
2Inconsistent QualityAll 7 sources on it raise it as a concernOutput that varies across runs and releases, including ignored instructions and loops on larger tasks.
Counted for Engineering leaders and teams.
Negative
bushido, Hacker News commenter who sets tool policy at their company
Their team uses Cursor rules heavily but still finds model output unpredictable, and runs out of allocated credits, keeping a Google AI Pro plan as backup.
Published Feb 18, 2026self-described: Team plan
Practitioner account, pseudonymous; direct use; counts toward Cost predictability and limits
Their firmware team had a Cursor honeymoon before it was sidelined: the agent usually got a couple of attempts, then the engineers solved the problem themselves.
Published Feb 2, 2026self-described: Firmware team
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
PocketOS's founder reports that Cursor's agent, running Claude Opus 4.6 under explicit project safety rules, deleted the company's production database and its volume backups in one Railway API call. He concludes that rules in a system prompt cannot be the only guard against destructive actions.
"Cursor running Anthropic's flagship Claude Opus 4.6, deleted our production database and all volume-level backups in a single API call to Railway…"
Excerpt, Jeremy Crane
Published Apr 25, 2026self-described: Software for car rental businesses; Cursor agent with Railway infrastructure
Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes, Reliability, Operational control
Mixed
Tripti Sheth, Senior Director of Software Engineering, Monitoring Cloud Notification Management, Salesforce
Sheth's Salesforce team began its migration tool in Cursor with plain prompts and no rules, which produced unmanageable code adding 1,000 lines per simple task. The team then used rules and memories in Windsurf and a shared CLAUDE.md file in Claude.
"Initially, we started with Cursor, using straightforward prompts without any rules or structured knowledge. This approach led to unmanageable code, where each simple task added 1,000 lines with no modularization, reuse, or abstraction."
Excerpt, Tripti Sheth
Published Nov 17, 2025Migration tooling for 1,200 alert notification policies
Practitioner account, name and role on their organization's own page; direct use; counts toward Delivered outcomes
Negative
Adrian (QTom), developer whose company provides AI coding tools
While Cursor 2.0 performed poorly, their company gave the team Claude Max, and a task the poster had fought in Cursor for a week took a single day in Claude.
Published Nov 2, 2025self-described: Company that provided a Claude Max 20x plan
Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes
On a newer React project, fast lint and test runs in Cursor were essential because models kept using outdated patterns. With Gemini they got a polished UI only with a lot of guidance.
Published May 8, 2025
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
Their company runs Plan Mode, agent implementation against tests, developer review in the IDE, automated review and a final human review, since code is easy to produce and review is the bottleneck.
Published Feb 18, 2026self-described: Company team on a huge monorepo, trunk-based development
Practitioner account, pseudonymous; direct use; counts toward Delivered outcomes
Junior engineers on their team using Cursor and Claude have checked in small breaking query changes, and AI tooling has nearly doubled the time the commenter spends on pull request review.
Published Feb 7, 2026self-described: Java projects, team with junior engineers
Practitioner account, pseudonymous; second-hand; not counted, repeats a stronger account
Their team is very productive with Cursor using different models per task, but senior engineers cannot keep up reviewing the volume, and the commenter worries about pace versus quality.
Published Jul 25, 2026self-described: Leads a team of senior engineers on Cursor
Practitioner account, pseudonymous; ran the rollout; not counted, repeats a stronger account
Thoughtworks puts Cursor in its Adopt ring as a default choice for its delivery teams beside Claude Code. Many of its developers prefer supervising the agent in the IDE to review and refine plans.
"…consistently appearing alongside Claude Code as a default choice for our delivery teams. It has matured into a comprehensive agentic environment with features such as plan mode, hooks and subagents. While terminal-based agents remain popular, many of our developers find that supervising an agent within an IDE provides a richer experience for reviewing and refining plans before execution."
Excerpt, Thoughtworks
Published Apr 15, 2026Global software consultancy delivery teams
Practitioner account, self-described; direct use; counts toward Delivered outcomes, Operational control, Adoption and upkeep
Reviewing a feature written with Cursor, the commenter judged only about 200 lines necessary because it ignored the team's utility library. Approved it since hunting the right functions would take all day.
Published Oct 9, 2025self-described: Team where management mandated Cursor
Practitioner account, pseudonymous; second-hand; not counted, repeats a stronger account
Offering about 40 developers Cursor or Claude Code, Ghiculescu saw slightly higher Cursor adoption and says that, from what he has seen, Cursor "seems to be content making smaller and more self contained changes". Sticks with Claude Code to keep Sublime Text; set up Cursor rules and estimates being about 20% more productive thanks to agents.
Published Apr 29, 2025self-described: Tanda, mature Ruby on Rails SaaS codebase, about 40 developers
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Operational control, Cost predictability and limits
Their company's mostly non-technical marketing team uses Cursor web agents to change the website, with the agents opening pull requests the tech team reviews before merge.
Published May 5, 2026self-described: Company where marketing uses Cursor web agents
Practitioner account, pseudonymous; second-hand; not counted, repeats a stronger account
At an 18-person venture studio pushing Cursor and Claude Code adoption, well-specified prompts turned a 20-hour effort into about 3 hours, while weak specs and no verification produce broken systems.
Published Feb 5, 2026self-described: SIROC, 18-person venture studio
Practitioner account, pseudonymous; ran the rollout; not counted, repeats a stronger account
Positive
Lakshmi Dontamsetti, Senior Manager of Software Engineering for Mobile Performance at Salesforce
Dontamsetti's team used Cursor and an MCP server to move Splunk dashboards to Tableau, backing up about 240 queries across 20 dashboards, and reports engineering time cut 75%. Explicit rules and a schema mapping document fixed semantically wrong early queries; 20 to 30 percent needed human oversight.
Published Nov 5, 2025self-described: Salesforce Mobile Performance Engineering team, Splunk to Tableau migration
Practitioner account, name and role on their organization's own page; ran the rollout; counts toward Delivered outcomes
4Editor Lock-in3 of 6 sources on it raise it as a concernThe cost of a VS Code fork, including extension gaps, upstream lag, and engineers who prefer another editor.
Their company went all in on Cursor and disabled JetBrains AI, until a large group of developers pushed IT to enable plugins that run Cursor in JetBrains via ACP.
Published Jun 16, 2026self-described: Company went all in on Cursor and disabled JetBrains AI
Practitioner account, pseudonymous; direct use; counts toward Adoption and upkeep
Their company standardized on Cursor; the commenter likes its tab completion but finds the accept and undo flow redundant with Git and resents a fork that wipes their Python extension stack.
Published Oct 1, 2025self-described: Company standardized on Cursor
Practitioner account, pseudonymous; direct use; not counted, repeats a stronger account
Offering about 40 developers Cursor or Claude Code, Ghiculescu saw slightly higher Cursor adoption and says that, from what he has seen, Cursor "seems to be content making smaller and more self contained changes". Sticks with Claude Code to keep Sublime Text; set up Cursor rules and estimates being about 20% more productive thanks to agents.
Published Apr 29, 2025self-described: Tanda, mature Ruby on Rails SaaS codebase, about 40 developers
Practitioner account, self-described; ran the rollout; counts toward Delivered outcomes, Operational control, Cost predictability and limits
Discussed without concern, 3
No opinion stated
Abhishek Tibrewal, Uber, presenting with Ty Smith at DX Annual
Says Uber's adoption data showed its iOS developers were not picking up AI tools because Xcode lagged in AI capabilities, so Uber reprioritized Swift LSP work and made Cursor available to them.
"…the IS developers were not picking up these tools, and so we figured out the X code was lagging behind in AI capabilities. And so we reprioritized our efforts in Swift LSP and made Cursor available to them. Adoption data told us exactly…"
Excerpt, Abhishek Tibrewal
Published Jun 22, 2026self-described: Uber engineering organization
Practitioner account; ran the rollout; not counted, takes no position
Their employer, a large enterprise customer, dropped Cursor for Claude; after eight months on Cursor as their main IDE the commenter switched easily and no coworker misses it.
Published Jun 16, 2026self-described: Large employer that dropped Cursor for Claude
Practitioner account, pseudonymous; direct use; not counted, takes no position
Thoughtworks puts Cursor in its Adopt ring as a default choice for its delivery teams beside Claude Code. Many of its developers prefer supervising the agent in the IDE to review and refine plans.
"…consistently appearing alongside Claude Code as a default choice for our delivery teams. It has matured into a comprehensive agentic environment with features such as plan mode, hooks and subagents. While terminal-based agents remain popular, many of our developers find that supervising an agent within an IDE provides a richer experience for reviewing and refining plans before execution."
Excerpt, Thoughtworks
Published Apr 15, 2026Global software consultancy delivery teams
Practitioner account, self-described; direct use; counts toward Delivered outcomes, Operational control, Adoption and upkeep
GILD's fact checks, which don't count as sources
Checked Oct 12, 2026.Cursor's agent now runs inside JetBrains IDEs through the Agent Client Protocol on paid plans. VS Code extensions, themes, settings, and keybindings import in one step. JetBrains
Questions the sources split on, with the count on each side.
Evidence remains mixed
Should agent work run in Cursor, or beside it in a separate agent?
1316
Cursor's own agent, 13 sources
Some run agents in Cursor's editor or its cloud agents, valuing model choice and an editor for reviewing diffs.
A separate agent, 16 sources
Others keep Cursor or VS Code as the editor and move agent work to Claude Code or Codex, often for cost.
Evidence remains mixed
Once review and rework are counted, does Cursor reduce total engineering time?
113
Net time saved, 11 sources
Some report a clear gain after review, from a 75% cut in migration time to a personal estimate of 20%.
Absorbed by review, 3 sources
Others find review, rework, or fighting the tool absorbs the gain, or makes the work slower.
The evidence
Whose experience this is
The three groups, then every practitioner by the context they work in, and how emphasis changes with scale.
Three groups drawn from the same sources. Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. Signals open on Engineering leaders and teams.
Engineering leaders and teams
73 sources. Leaders' and teams' accounts cover shared rules, review capacity, spend and renewal decisions, and whether agent work stays in Cursor once it moves from individual use into a team.
Individual builders
89 sources. Builders' accounts cover Tab completion, model choice, usage limits, and how Cursor performs in self-directed development.
All practitioners
162 sources. All accounts together give the broadest market read. They mix individual work with team rollouts, and the two can reach very different conclusions.
162 sources from practitioners, by the context they work in. Filled rows count for this group.
Individual practitionerSolo developers and independent builders89 sources
Emphasizes Model choice and usage limits
Very small team2 to 10 engineers21 sources, counted here
Emphasizes Spend per seat and where agent work runs
Professional team11 to 50 engineers, or a named company's team24 sources, counted here
Emphasizes Shared rules and renewal cost
Technical leadershipLeaders setting adoption across teams13 sources, counted here
Emphasizes Where Cursor fits in the tool mix
Organization-wideEnterprise or company-wide rollout15 sources, counted here
Emphasizes Rollout scope and contract renewal
What changes with scale. Individual builders write most about picking models and running into usage caps. Team and organization accounts focus on shared rules, review load, renewal cost, and whether agents stay in Cursor.
Where the sources come from
Where this group's sources were published.
Counted for Engineering leaders and teams, from 73 sources. Change group
94 sources for this group, 21 of them documentation
Developer Communities40, 43% of 94 sources
Engineering Blogs & Reviews23, 24% of 94 sources
Product Documentation21, 22% of 94 sources
Podcasts, Talks & Videos10, 11% of 94 sources
Older evidence stays when it still applies. Sources tied to a changed plan, price, limit, or model remain marked Needs a recheck.
Nov 1, 2026: the Oct 28, Oct 30 and Oct 31 entries were each figured without the others' changes, the record changes on the weighted second view and one vote per author on the records before them. By the owner's decision, a record whose own words state no overall view of Cursor now casts no vote; it still counts toward its topics and is listed, and 15 records that counted leave the vote this way. Read together, leaders and teams move from +24 to +11, individual builders stay at +3 and all practitioners move from +14 to +6.
Oct 31, 2026: rewrote 21 summaries that two blind coders found overstated their sources, so each says what its source says. Alex Ghiculescu's rollout account now reads mixed, since he keeps Claude Code over Cursor for his editor, and so does Flavien's move to Claude Code, which still calls Cursor a very good product. Uber's iOS account states no view of Cursor from its own use. Leaders and teams move from +27 to +24 and all practitioners from +16 to +14; individual builders stay at +3.
Oct 30, 2026: each author now counts once, with their latest view, by the owner's decision; the older weighted reading stays as a second view under Method. Leaders and teams move from +28 to +12, all practitioners from +16 to +5 and individual builders from +1 to 0.
Oct 30, 2026: a second-model check removed the Nearform and Atomic Object write-ups, which market their consultancies' services, with their insight cards and their accounts on the Codex and GitHub Copilot comparisons. Superhuman's talk now lists as a partner account, since Anthropic offered it the Claude Code beta, so it counts toward no figure. Indeed's Copilot comparison account dates DX's talk to June 2026, since DX's page prints no day. Leaders and teams move from +29 to +27 on 60 counted sources, individual builders from +4 to +3 on 73, and all practitioners from +17 to +16 on 133.
Oct 28, 2026: added 19 records from GILD's research ledger: 5 podcasts and talks with timed quotes, from Coinbase, Superhuman, Applied Intuition, Brex and Shopify, 2 engineering write-ups from Nearform and Atomic Object, and 12 recent Reddit, X and Hacker News accounts of usage drain and support, quoted word for word. The 12 come from a research pass that sought out problem reports, so they count toward no figure, and Brex states no view of Cursor. Leaders and teams move from +28 to +29 on 62 counted sources, individual builders from +1 to +4 on 74, and all practitioners from +16 to +17 on 136.
Builds Cursor's Signals from public sources for the first time. Every source links to the page it comes from and names its author and publication date.
Shows a finding only when at least 5 sources from 3 different authors discuss it, and a disagreement only with at least 2 sources on each side.
Leaves out Bugbot review, context management, and permissions and safety, which reach the minimums only across all practitioners and fall below them for leaders and for individual builders.
Leaves out editor experience as a praise theme because 7 of its 10 sources are critical, and the Tab-versus-agent question because one side has only 2 sources.
Checks every documentation page against Cursor's current docs, including the Grok and Composer usage pool and the Cursor Token Rate.
Admits English-language publishers only, which removed 12 team blog posts and, with them, the project-rules finding for leaders and teams. The evidence window now ends at the newest source, August 31, 2026. It used to end at the review date.
Oct 25, 2026: rechecked the Salesforce monolith, Ghiculescu rollout and team-forum accounts. Leaders and teams have 44 sources from 44 authors and a score of zero. The project-rules position falls from 4 to 3 leader sources and from 8 to 7 across all practitioners, below the five-source minimum for leaders and teams.
Oct 25, 2026: added three themes from what existing accounts state. Value for Money: 7 say the plan or model prices are worth it and 6 say they are not. Needs Close Steering: 8 report supervising or correcting the agent to keep it on task, and 2 describe how they supervise it without concern. Speed: 6 say Cursor's agent or models are fast, and 2 say responses are too slow or leave them waiting.
Oct 25, 2026: the weighting then counted accounts GILD matched to a named person three times when GILD listed the author as a technical leader and twice otherwise. Alex Ghiculescu, Scott Yancey, Rachna Singh, Tripti Sheth and four accounts added since counted three times here. Eight other matched accounts counted twice. On that record, leaders and teams moved from +12 to +28, all practitioners from +6 to +16, and individual builders stayed at +1. The headline now counts one vote per author, and this weighted reading shows as a second view under Method.
Oct 25, 2026: added 19 sources from outside the forums. The list includes two research papers: Carnegie Mellon's study of 806 Cursor-adopting GitHub projects and METR's randomized trial. It includes Render's agent benchmark, the Thoughtworks Technology Radar, and rollout accounts from Salesforce, Stripe, Uber, Indeed, Intercom, Mercari and Monzo. It also includes a Pragmatic Engineer survey, Zenity Labs' Jira MCP exploit, Alberto Fortin's rewrite retrospective, and Laura Tacho of DX. X posts come from Andrej Karpathy and Gergely Orosz. These sources lifted leaders and teams from +10 and individual builders from −3. Written rules gains a Salesforce team account and now has 4 leader and team sources, one short of the minimum. GILD searched company engineering blogs, DX Annual sessions and The Pragmatic Engineer for more. A team piloting Cursor should write .cursor/rules or AGENTS.md before the pilot and compare accepted changes with and without them.
Method
A running review of what engineering teams report about Cursor, from individual builders to company-wide rollouts. Each finding links to its sources, and each conflict shows both sides.
Counts cover only the sources GILD reviewed.
Who counts
Engineering leaders and teams
Very small team, Professional team, Technical leadership, Organization-wide
Individual builders
Individual practitioner
All practitioners
Everyone in the leaders and teams and individual builders groups
Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. GILD files each source in a group from how the account describes its author. A role or employer marked self-described is what the source states about themselves. Documentation checks facts for every group and never counts toward sentiment.
How the numbers work
Overall signal. Positive votes minus negative ones, per 100 votes from the sources that take a side. Each author counts once, with their latest view, whoever they are and wherever they posted. The older weighted reading, where accounts GILD matched to a named person count three times when GILD lists the author among engineering leaders and twice otherwise, is shown beside it as a second view. Where an author wrote more than one source, the line beside the split gives the votes, one per author, so the score follows from it. When one author's sources from the same day disagree, that author counts as mixed, and a half point rounds away from zero. On the AI coding agent hubs, each account's overall stance comes from GILD's blind coding: two models from different families read the source's own words without seeing each other's codes, and a third settled where they differed. An account that states no overall view there, such as a bug report, casts no vote and still counts toward its topics. Other hubs count the stance stored on each record. Sources with no opinion are listed and not counted. Strong positive is +50 or higher, positive +20 to +49, mixed −19 to +19, negative −20 to −49, strong negative −50 or lower.
Weighted reading, second view. Counted the older way, where an account GILD matched to a named person counts two or three times, leaders and teams read +24 positive (method sentiment/S1). GILD printed that number as "GILD score" until October 29, 2026; most of those matches rest on a name or a self-described role.
Method change, Oct 30, 2026. GILD changed how practitioner sentiment counts, to one vote per author. Weighted, it read +28 Positive; with one vote per author it read +12 Mixed. No evidence changed.
Correction, Nov 1, 2026. GILD now takes each account's overall stance from its blind two-model coding, and accounts that state no overall view cast no vote. It read +10 Mixed and now reads +11 Mixed.
Unscored. A group gets a score only with 20 sources from 15 authors. Below that, one source moves the score about 5 points, so the read says "Unscored until 20 sources from 15 authors" and shows its counts.
Independence. A source whose author works for the vendor, for one of its partners or programs, or for a competitor, and a page the vendor published or ran, is listed with that tie and counts toward nothing. One author counts on at most two records per product. The line under the score says how many authors and how many separate discussions the counted sources come from: comments in one thread are one discussion.
Praise and concerns. How many of the sources that discuss a theme praise it or raise it.
Consensus. A statement joins when 20% of the group's sources support it and fewer contradict it. Contradicting sources are counted separately. Below that line a statement shows as building. At 40% or more it reads Strong agreement; below, Recurring point.
Disagreements. The count on each side. GILD names no winner and gives no share of all users.
Minimum evidence. A finding needs 5 sources from 3 authors; a disagreement also needs 2 on each side. Smaller counts stay in the table below, marked under the minimum.
Labels on a source
A source's date and whether it still applies are separate: a recent post can describe an old version, and an old one can still hold.
Documented
Stated in official documentation.
Reported
A practitioner's account of their own use.
Measured
Backed by the source's own measurements, such as a comparative test or tracked team metrics.
GILD analysis
GILD's check of a claim against official documentation.
Current
Describes the product as it is now.
Still applicable
Older, and the behavior or lesson still holds.
Needs a recheck
May depend on a plan, version or setting that changed since it was written. It keeps counting until GILD rechecks it, since the rest of the account usually holds, and its card says so.
Out of date
No longer accurate. Kept in the record; counts toward nothing current.
Flagged for a recheck, of the sources that take a side: leaders and teams 7 of 47, individual builders 11 of 70, all practitioners 18 of 117.
Limits
The figures come from 162 reviewed sources and do not represent all Cursor users. Hacker News comments, Reddit posts and Cursor community forums account for 103. Company engineering blogs, personal blogs, newsletters, articles, an independent benchmark and two reviews supply 35. Thirteen recorded talks or podcasts, two research papers, eight X posts and one developer survey supply the other 24. Every source is in English.
Sources do not consistently name the plan, model, or Cursor version. Each record includes what its author states. Sources tied to a changed plan, price, limit, or model carry the Needs a recheck label.
Every count, and the sources behind it
23 findings for 3 groups
Each row opens its sources for the group you are reading.
GILD's checks of claims against official documentation, kept apart from the source counts.
Model Choice. Each X Subscription plan includes one weekly pool for Grok and Composer, and third-party models bill at API list price from prepaid credit from the first request. Legacy Pro, Pro+, and Ultra plans keep two monthly pools, Cursor Models and Other Models. Model choice therefore decides how fast included usage runs out and what lands on the bill. Models & Pricing, checked Oct 28, 2026
Cloud Agents. Cloud agents now run in multi-repo environments and open pull requests in each repository they change. A source reporting a single-repository limit predates that. Cloud Agents, checked Oct 12, 2026
Usage / Cost. On current Teams plans, additional usage draws from a prepaid team balance, and admins set a monthly team limit, a default per-member limit, and per-member overrides. Legacy Teams seats keep on-demand usage on by default with a team-wide spend limit. A report of unexpected spend does not establish that spending controls are missing. Team Pricing, checked Oct 28, 2026
Editor Lock-in. Cursor's agent now runs inside JetBrains IDEs through the Agent Client Protocol on paid plans. VS Code extensions, themes, settings, and keybindings import in one step. JetBrains, checked Oct 12, 2026