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World Wide TechnologyBenchAI tool benchmarks
Coding Assistant
StatusIn Review
SignalAssessed
EvidenceGrade A

Cursor

67
B- -6 vs last quarter

AI-native IDE and agent platform — $2B ARR (category revenue leader, 1M+ paying users), 64-67% Fortune 500.

UX / DXCapabilityReliabilityValueCommunityEnterpriseAutonomyIntegration

Dimension breakdown

Score · confidence
UX / DX
79% conf48
Capability
79% conf61
Reliability
71% conf74
Value
50% conf80
Community
83% conf74
Enterprise / Compliance
50% conf60
Autonomy
50% conf60
Integration
50% conf80
Sources blend review platforms, community sentiment, the Signal Radar and practitioner ratings. Scores re-blend each quarter.

AI-native IDE and agent platform — $2B ARR (category revenue leader, 1M+ paying users), 64-67% Fortune 500. Cursor app v3.4 (May 13) + Composer 2.5 model (May 18, Kimi K2.5 base + RL): claims 80.8% SWE-bench Verified and Opus 4.7/GPT-5.5 parity at ~1/10 cost — but independent third-party reproduction not yet completed.

Self-hosted Cloud Agents (March): code and tool execution stay in customer network — sovereignty plane Hybrid.

Monitoring

reliability persistent-but-stabilizing (incidents May 14/26/27, mostly model-provider degradations; PocketOS 9-sec prod-DB wipe Apr 25 traced to customer credential scoping, not a Cursor defect), SpaceX $60B all-stock acquisition of Anysphere SIGNED 2026-06-16 (CEO-confirmed, closing Q3 2026; the April ~$2B/$50B venture round is now dead) — acquisition-uncertainty cap retained as post-close integration risk (roadmap contingent on SpaceX integration), pricing complaints persistent (new Pro+ $60 tier; credit-pool burn surprises).

Three caps active: autonomy ≤12 (reliability-complaints), compliance ≤12 (pricing-volatility + acquisition-uncertainty). CVE-2026-26268 (Git-hooks RCE) patched Feb 2026 — no open critical blocker.

HIPAA BAA / FedRAMP / ISO 27001 still unavailable.

Recommended

Use cases

Not yet assessed — this section fills in as ACES research covers the tool.

Score caps

Risk flags

  • Pricing volatility

    enterpriseTemporary

    Frequent pricing changes causing budget unpredictability

    Caps Enterprise / Compliance at 60

    Removed when12 months of pricing stability with no user complaints about billing surprises

  • Reliability complaints

    trustTemporary

    Widespread reliability complaints (breaks often, unreliable output)

    Caps Autonomy at 60

    Removed when90+ days of improved reliability with community acknowledgment

  • Acquisition uncertainty

    stabilityTemporary

    Acquisition with unclear product roadmap

    Caps Enterprise / Compliance at 60

    Removed whenClear post-acquisition roadmap published with commitment to existing customers

Assessment

Status rationale

Assessed because Cursor demonstrates exceptional commercial traction ($2B ARR, category revenue leader, 64-67% Fortune 500) and elite agentic capability (Composer 2.5, Cloud Agents on VMs, /multitask subagents, BugBot 2M+ PRs/month) but a persistent reliability incident cadence, the SpaceX all-stock acquisition of Anysphere (signed 2026-06-16, closing Q3 2026) creating post-close integration-risk contingency, and ongoing pricing complaints collectively prevent Validated elevation. The acquisition-uncertainty cap is retained — the underlying risk has shifted from 'will it close?' to 'what does SpaceX ownership mean for the enterprise product roadmap?' (the April ~$2B/$50B venture round is now dead and independence is gone).

The 2026-05-28 assessment Opus 4.8 model re-baseline reproduced the same three active caps (reliability-complaints, pricing-volatility, acquisition-uncertainty) and the same capped scores from refreshed evidence, confirming they reflect real enterprise risk signals rather than model-specific judgment. Self-hosted Cloud Agents and the full enterprise governance suite (SOC 2 Type II, SAML/SCIM/RBAC, ZDR Privacy Mode) push raw governance to ~20, but both compliance caps pin the dimension at 12.

Validated additionally requires hands-on enterprise validation, which has not been performed (handsOn=not_tested).

Watch for

Movement triggers

Upgrade to Validated if: (1) reliability-complaints cap lifted — sustained low incident cadence for 90+ days with community acknowledgment of stability (Composer 2.5 reliability gains must persist, not just the ~10 days observed at this eval); (2) pricing-volatility cap lifted — 12 months pricing stability with no new tier restructures or billing-complaint spikes (the new Pro+ tier resets this clock); (3) acquisition-uncertainty (now framed as post-close integration risk) resolved — SpaceX closes the acquisition in Q3 2026, publishes a product roadmap and customer continuity commitments, and demonstrates that SpaceX ownership does not materially alter Cursor's enterprise product direction; AND hands-on enterprise validation evidence is captured. Downgrade to Tracked if: reliability incidents escalate to a sustained high cadence, post-close SpaceX integration produces confirmed product-direction degradation (feature freezes, team departures, enterprise customer churn), or community-exodus-level pricing backlash emerges.

Caution

Risks & limitations

  • Reliability Complaints

    Moderate

    Radar cap: reliability-complaints

  • Pricing Volatility

    Moderate

    Radar cap: pricing-volatility

  • Acquisition Uncertainty

    Moderate

    Radar cap: acquisition-uncertainty

Capabilities

Integration surface

Not yet assessed — this section fills in as ACES research covers the tool.

Proof points

Adoption & benchmarks

Not yet assessed — this section fills in as ACES research covers the tool.

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Per-source contributions

Click any dimension to see the underlying sources and citations.