Sigrid® puts you in control everywhere code gets written, inside and outside the agentic loop. Deterministic rules powered by the largest software quality benchmark, highest standards and your full architectural context.
Trusted by architects and engineering leaders worldwide
Why now
Enterprises are on the hook for building these checks and keeping them current as agents change code and architecture, deterministically, or the checks stop meaning anything. Axis replaces that ongoing burden with a standard that gives the same answer every time, checked against live context and tailored to your codebase, with no upkeep to chase.
63%
Of organizations report no enterprise-level EBIT impact from AI
McKinsey, The State of AI, Q3 2026 (read the report)
53%
Of large U.S. enterprises are already deploying AI agents
KPMG AI Pulse Survey, Q2 2026 (read the survey)
50%
Increase in defects some teams see in AI-generated code
DX, AI-Assisted Engineering, Q1 2026 (read the article)
One engine, two products: Sigrid Axis for your coding agents, Sigrid Core for your whole portfolio.
See how they fit togetherMany tools will tell you what "good" looks like. Only Sigrid can prove it.
Sigrid assesses your code against deterministic rules, calibrated on 40,000+ real systems in the context of your own architecture.
It's the backbone of each Sigrid product: Core across your portfolio, Axis inside your coding agents.
Explore our methodologyHow the Sigrid standard works: PDF, instant download
Quality models built on ISO/IEC 25010, refined for 25+ years in the world's only ISO/IEC 17025-accredited software quality lab. Not a prompt or another model's opinion.
"Good" isn't abstract. It's what the largest software benchmark in the world says good looks like for a system like yours.
Every check understands what your system is meant to look like. It catches the drift and erosion that may be harmless in isolation but wrong in your codebase.
Where Sigrid fits
AI agents raise urgent questions at every level of the organization — about the code they write and the portfolio it lands in. Sigrid answers all of them from one deterministic standard, benchmarked against 40,000+ systems.
Developers
Sigrid AxisAxis works inside the AI coding tools you already use, including Claude Code and Cursor. It checks changes against your system's architecture and established quality standards, helping you catch issues before they become bigger problems. Use AI to build faster without losing control of the code you ship.
AI coding agents
Sigrid AxisAxis gives coding agents architectural context beyond the task in front of them. Instead of optimizing for a local fix, agents can work with a clearer understanding of the surrounding system and check their changes against the same deterministic standard. The result: more autonomous development without sacrificing architectural control.
Architects & engineering leaders
Sigrid Axis + CoreCore gives you visibility into your systems' actual architecture, maintainability, vulnerabilities and dependencies. Axis brings that context into AI-assisted development, checking changes against your architecture before issues compound. Together, they help you maintain architectural control as AI accelerates delivery.
CIOs & CTOs
Sigrid CoreCore gives you an objective view of software quality and risk across your portfolio. See where technical debt is accumulating, which systems need attention and where investment should be prioritized. Track how your portfolio evolves as AI accelerates development, with consistent, benchmarked insights you can bring into strategic and board-level discussions.
Two products, one engine
Axis and Core run on the same deterministic engine, the same benchmark, the same standard, which is what sets Sigrid apart from another AI opinion. Axis brings that standard into the agentic SDLC. Core is the control center for your entire software portfolio.
Agentic SDLC
Guardrails and auto-fix, wired directly into your coding agents, so drift and risk get caught the moment code is written, not months later.
3.9 → 0.9 review comments per pull request with Guardrails on, SIG partner testing, 2026.
claude code apache-kafka/streams
Add a shortcut so streams can read consensus state directly from raft.
axis:mcpget_local_dependency_graph("raft")
Drift detected: streams has never depended on raft (390 dependencies checked)
Rerouted via the public client API. Architecture intact.
Real Sigrid analysis of Apache Kafka, 28 June 2026. Nothing mocked.
Portfolio control center
Axis is the agent-facing slice of Core's engine. Core covers everything else: every system in your portfolio, on the same standard.
Real Sigrid analysis of the Acme Portfolio, 22 Apr 2026 to 21 May 2026.
The proof
3.9 → 0.9
Review comments per pull request, before and after Sigrid Guardrails
SIG partner testing, 2026
Sigrid helps us keep control of technical debt and identify where we need to put our focus. The benchmarks are key: they give us an objective view that we can bring straight to the board.
−97%
Fewer high-risk security findings with Guardrails on
SIG testing, 2026
+24%
Higher maintainability score with Guardrails on
SIG testing, 2026
4.5×
Faster time to market after reducing technical debt
Sigrid Core customer outcomes
−50%
Lower software maintenance cost
Sigrid Core customer outcomes
+30%
More development capacity freed up
Sigrid Core customer outcomes
2×
Fewer security vulnerabilities in production
Sigrid Core customer outcomes
Quick Scans · Powered by Sigrid® Core
Fixed-price, one-time diagnostics using the same backbone and benchmark as Sigrid Core. No onboarding, no commitment.
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In-depth guides, events and the latest news from SIG.
Reports, white papers and guides — including the State of Software benchmark report.
Browse publications
Webinars, conferences and the SIGNAL community — meet us on stage or online.
See upcoming events
Product announcements, feature updates, partnerships and company news.
Read the latest newsGo faster — responsibly
Talk to one of our experts about what you're running, where agents are in your workflow, and whether Axis or Core is the right place to start.
