Skip to main content
World Wide TechnologyBenchAI tool benchmarks
Workflow Tool
StatusEmerging
SignalTracked
EvidenceGrade B

Harness

62
C+ 0 vs last quarter

AI-native CI/CD and software delivery platform with Release Orchestration, AI DevOps Agents, and Incident Management. $250M+ ARR (50%+ YoY), 1,000+ enterprise customers, ~1,701 employees, $5.5B valuation, Google Cloud Technology Partner of the Year 2026, Fortune America's Most In

UX / DXCapabilityReliabilityValueCommunityEnterpriseAutonomyIntegration

Dimension breakdown

Score · confidence
UX / DX
79% conf68
Capability
79% conf70
Reliability
63% conf59
Value
50% conf85
Community
63% conf0
Enterprise / Compliance
50% conf70
Autonomy
50% conf65
Integration
50% conf80
Sources blend review platforms, community sentiment, the Signal Radar and practitioner ratings. Scores re-blend each quarter.

AI-native CI/CD and software delivery platform with Release Orchestration, AI DevOps Agents, and Incident Management. $250M+ ARR (50%+ YoY), 1,000+ enterprise customers, ~1,701 employees, $5.5B valuation, Google Cloud Technology Partner of the Year 2026, Fortune America's Most Innovative 2026, Gartner Peer Insights 4.6/5. New in 2026: Software Delivery Knowledge Graph integrates with Google Cloud for end-to-end delivery context; MCP Server deployed in Gemini Enterprise; Agent2Agent (A2A) protocol adoption; DevOps Agent consolidated to a single unified agent on Opus 4.5 with build-failure self-healing (log analysis → root cause → fix → PR).

Incident Agent adds AI post-incident reviews and ServiceNow correlation. Harness AI Code Agent reached #4 on SWE-Bench Verified (independent, but a separate product line).

Caution

Reliability sustained-elevated — 58 incidents in 90 days (13 major) with continued May incidents; pricing opacity persists (harness.io/pricing shows Free + Essentials + Enterprise — both paid tiers Contact Sales, no public per-developer rate, verified 2026-05-28); core CI/CD delivery-AI deployment-failure-reduction claims remain vendor-self-reported.

Recommended

Use cases

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

Score caps

Risk flags

  • Pricing opacity

    enterpriseConditional

    No public pricing or highly opaque pricing model

    Caps Enterprise / Compliance at 75

    Removed whenPublic pricing published with clear tier structure and no hidden costs reported

  • Unvalidated benchmarks

    trustConditional

    Unvalidated benchmark claims

    Caps Autonomy at 70

    Removed whenIndependent benchmark validation (SWE-bench, Aider leaderboard, etc.) published

Assessment

Status rationale

Tracked: Strong enterprise traction (1,000+ customers, $250M+ ARR at 50%+ YoY, ~1,701 employees, $5.5B valuation), strategic partnerships (Google Cloud Partner of the Year 2026, A2A protocol, Gemini Enterprise MCP), and a defensible platform footprint. However, pricing opacity (re-verified 2026-05-28 — Free + Essentials + Enterprise with both paid tiers Contact Sales, no public per-developer rate) prevents informed pre-sales comparisons, operational reliability is sustained-elevated (58 incidents/90d, 13 major), and core delivery-AI benchmark claims remain vendor-self-reported (the independent SWE-Bench Verified ranking applies only to the separate Code Agent product line, on a benchmark now itself questioned).

These blockers prevent Assessed consideration until movement triggers are met. Signal level reflects research-based monitoring (not_tested) rather than lifecycle stage.

Watch for

Movement triggers

Upgrade if: Public per-developer pricing published on harness.io/pricing (currently Contact Sales on all paid tiers), operational reliability stabilizes below 25 incidents/90 days, independent validation of core delivery AI claims (35% deployment failure reduction, AI-Assisted Deployment Verification efficacy) — not just Code Agent SWE-Bench, FedRAMP authorization achieved. Downgrade if: Reliability continues to worsen (>75 incidents/90d), major security incident, significant customer churn visible, layoffs expand beyond IPO-preparation scope to public reductions, Google Cloud partnership does not translate to disclosed customer wins, or IPO delay signals broader business stress.

Caution

Risks & limitations

  • Pricing Opacity

    Moderate

    Radar cap: pricing-opacity

  • Unvalidated Benchmarks

    Moderate

    Radar cap: unvalidated-benchmarks

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.

Spotted something wrong or missing here? Suggest a change →

Per-source contributions

Click any dimension to see the underlying sources and citations.