Weave vs DX: which engineering intelligence platform is right for your team?
Both Weave and DX help engineering leaders measure productivity and AI impact. The difference is how. Weave measures work directly from your code using LLMs and machine learning, calibrated to expert benchmarks. DX combines system metrics with developer surveys built on frameworks like DX Core 4. Here’s the full breakdown.
The short version
Weave measures human and AI contributions directly from code, across every PR, review, and deploy, normalized into a single output unit calibrated to expert benchmarks. DX pairs SDLC analytics with periodic developer surveys built on the DX Core 4 and DXI frameworks.
Teams typically choose Weave when they want objective, code-level measurement of AI ROI with same-day setup and transparent pricing: a free tier, and Pro at $50 per engineer. Teams typically choose DX when survey-based developer experience measurement and research frameworks are the priority.
At a glance
How Weave and DX compare
| Compare | Weave | DX (getdx.com) |
|---|---|---|
| Core approach | LLMs + domain-specific ML measure work directly from code | System metrics + developer surveys (DX Core 4, DXI) |
| AI vs. human attribution | Built in: every contribution attributed across PRs, reviews, and deploys | AI code tracking by commit, PR, team, agent, and repo |
| Measurement unit | Normalized units of work, calibrated to expert benchmarks, not line counts | Multiple framework metrics (Core 4, DXI, TrueThroughput) |
| Survey dependency | None. Measurement is fully automated; surveys are optional | Surveys are a core input (DevSat, experience sampling) |
| Time to value | Live before the end of the day; self-serve signup | Sales-led onboarding; proof of concept available |
| Pricing | Transparent: free Starter, $50/engineer Pro, custom Enterprise | Custom modular pricing; 1-year minimum contract |
| AI agent for insights | Wooly: ask anything about your engineering org | DX AI copilot |
| Benchmarking | Benchmarked against comparable teams + DORA | Industry benchmark library |
| Compliance | SOC 2 Type II, GDPR, HIPAA, SSO/OIDC, SCIM | Enterprise security, single-tenant option |
| Scale | 500+ organizations incl. Fortune 100; 2M+ PRs analyzed; 20,000+ engineers | 300+ companies incl. Dropbox, Uber, Vanguard |
What is Weave?
Weave is the engineering intelligence platform for the AI era. It uses LLMs and domain-specific machine learning to understand engineering work at the source: the code itself. It normalizes that work into a single unit of output, calibrated to expert benchmarks rather than line counts or story points. Because Weave reads the work directly, it can tell you things surveys can’t: how much of your output was written by AI versus humans, which AI tools are actually helping your team ship faster, and whether AI is affecting code quality and review load. Weave is trusted by 500+ organizations, from seed-stage startups to Fortune 100 companies.
What is DX?
DX (getdx.com) is a developer intelligence platform designed by researchers behind frameworks like SPACE and DevEx. It helps organizations measure developer productivity using the DX Core 4 framework and the Developer Experience Index (DXI), combining SDLC analytics with qualitative data collected through developer surveys and experience sampling. DX is a credible, research-grounded platform used by 300+ companies including Dropbox, Adyen, and Vanguard. The question isn’t whether DX is good. It’s whether its methodology fits how engineering works now.
The key difference
Measuring the work vs. surveying the workers
DX’s approach
DX pairs system metrics with periodic developer surveys. Surveys capture sentiment well, but they’re self-reported, point-in-time, and can’t attribute output between humans and AI agents.
Weave’s approach
Weave analyzes every PR, review, and deploy as it happens. LLMs and domain-specific ML, tuned to your codebase, evaluate the actual engineering work, attribute it to humans or AI, and normalize it into a benchmarked unit of output. No survey fatigue. No self-reporting bias. No waiting for the next sampling cycle.
If your team ships with Cursor, Claude Code, Copilot, or autonomous agents, the question “how productive are we?” is now inseparable from “what is AI actually contributing?” And that’s a question only code-level measurement can answer.
Why Weave
Why teams choose Weave over DX
AI-native measurement, not AI-added
Weave was built from day one to answer the defining question of the AI era: what did AI do, and was it worth it? AI vs. human attribution, per-tool ROI, AI health, and agent observability are the core of the platform, not add-on modules.
Objective output, calibrated to expert benchmarks
Weave normalizes all engineering work into a single unit, benchmarked against comparable teams. See output per engineer against the median, top 10%, and top 1%, grounded in what the code shows, not what a survey says.
Live before the end of the day
Weave is self-serve: connect your tools and see data the same day. Reducto went from install to first executive report in 60 days and measured a 19% increase in output. DX onboarding is sales-led, with contracts starting at a one-year term.
Transparent pricing with a real free tier
Weave publishes its pricing: a free Starter plan, Pro at $50/engineer per month, and custom Enterprise plans. DX uses custom modular pricing with a 1-year minimum contract, so you won’t know the number until you’ve been through the sales process.
Ask your org anything
Wooly, Weave’s AI engineering agent, answers questions about your engineering org in plain language, from “which team got the most out of Claude Code last quarter?” to “where is AI adding review burden?”
Enterprise-grade from the start
SOC 2 Type II certified, GDPR and HIPAA compliant, SSO/OIDC, SCIM provisioning, and regular third-party audits, all without an enterprise sales cycle to get started.
When DX might be the better fit
We’d rather you pick the right tool than just pick us. If your organization is committed to legacy productivity frameworks, DX is a strong choice: it’s the native home for teams standardized on DX Core 4, SPACE, and DXI, and it bundles internal developer portal capabilities that Weave doesn’t aim to replace. Surveys alone shouldn’t decide it, though: Weave offers developer surveys too, grounded in what the code actually shows. If you want engineering measurement built for the AI era, with objective, code-level attribution you can defend in front of a board, that’s what Weave was built for.
Customer Story
“Our goal is to ship the highest quality product as fast as possible for our customers. We use Weave to get an objective measurement and keep ourselves honest about how we’re doing.”
Frequently asked questions
Weave measures engineering work directly from code using LLMs and machine learning, attributing every contribution to humans or AI and normalizing output against expert benchmarks. DX combines SDLC system metrics with developer surveys based on the DX Core 4 and DXI research frameworks. Weave is measurement from the work itself; DX leans on self-reported survey data as a core input.
Weave is purpose-built for AI measurement: it attributes code to specific AI tools, quantifies AI’s impact on velocity, quality, and review throughput, and provides agent observability for autonomous coding agents. DX offers AI usage analytics and AI code tracking, but AI attribution is Weave’s core competency rather than one module among many.
Weave publishes transparent pricing: a free Starter plan, Pro at $50 per engineer per month, and custom Enterprise pricing. DX does not publish pricing. It uses modular, custom-quoted pricing based on developer licenses, with contracts starting at a one-year minimum term.
Weave is self-serve: teams connect their tools and are live before the end of the day, with no sales call required. DX onboarding is sales-led, typically starting with a demo and proof of concept.
No. Weave’s measurement is fully automated from your existing tools (code, reviews, AI agents, project management, and communication), so there’s no survey fatigue and no self-reporting bias. Weave offers developer surveys as an optional qualitative layer, but measurement never depends on them. DX uses surveys as a core part of its methodology.
Yes. Weave is SOC 2 Type II certified, GDPR and HIPAA compliant, and supports SSO (OIDC) and SCIM provisioning, with regular third-party audits. It’s used by Fortune 100 companies and supports GitHub Enterprise.
Yes. Because Weave connects directly to your existing tools and is calibrated automatically to your codebase, most teams see their first data the same day and don’t need to migrate historical survey programs. Book a demo and we’ll map your current DX reporting to Weave equivalents.
See your team’s real output from humans and AI by end of day
Weave normalizes engineering work into a single unit, calibrated to expert benchmarks. No surveys, no sales cycle to get started, no guesswork.