Turn AI-generated code into audit-ready evidence.
Snyk and Semgrep find the bugs. Vanta tracks your policies. Sift proves your AI-written code is governed — mapping every change to SOC 2, ISO 27001 and PCI DSS so you pass the security review and unblock the enterprise deal.
Built for mid-market teams shipping AI-generated code
AI writes half your code now. Your auditor still asks who reviewed it.
Mid-market teams ship AI-generated code faster than ever — without an AppSec hire to prove it's safe. Scanners flag issues but produce no evidence. GRC tools track policies but treat your codebase as a black box. The result: enterprise deals stall on a security questionnaire nobody can answer.
Scanners stop at findings
Snyk and Semgrep tell you what's broken. They don't hand your auditor proof it was fixed, reviewed, and mapped to a control.
GRC tools skip the code
Vanta and Drata automate device and vendor checks, then treat your repository as a black box. The code layer is left to spreadsheets.
AI code has no paper trail
When a PR is half-written by Copilot, “who is accountable?” has no easy answer. Auditors have started asking. Most teams can't respond.
Sift owns the evidence wedge. We lead with audit automation, not scanning — the compliance layer that turns your AI-generated codebase into a signed, control-mapped paper trail. It's the fastest path from “we ship AI code” to “here's the proof it's governed.”
Everything you need to prove AI-generated code is safe.
Scanning is a commodity. The deliverable auditors and enterprise buyers actually want is evidence — collected continuously, mapped to controls, and exportable in one click.
Continuous audit evidence
Every pull request, review, scan and fix becomes timestamped, control-mapped evidence — collected automatically, always current. No screenshot scavenger hunt two weeks before the audit.
AI-code provenance ledger
Prove exactly how AI-generated code is governed: which tool authored it, who reviewed it, what it passed. Answer “how do you manage AI code risk?” with a signed trail, not a policy PDF.
Control-to-code mapping
SOC 2, ISO 27001, PCI DSS and HIPAA controls mapped to the exact commits, checks and approvals that satisfy them — down to the change-management and secure-SDLC criteria auditors probe hardest.
One-click auditor export
Generate a clean, hyperlinked evidence pack your assessor can actually read — or share a scoped, read-only room. Cut the back-and-forth that stretches audits into months.
Bring your own scanners
Sift sits on top of Snyk, Semgrep, GitHub Advanced Security or ours. We don’t fight your scanning stack — we turn its output into the evidence layer it never had.
Source stays yours
We read diffs, scan results and review events through short-lived tokens and never retain your source. Privacy-by-design that is itself part of the evidence trail.
Connected in an afternoon. Audit-ready the same day.
Connect repos & CI
OAuth into GitHub, GitLab or Bitbucket and your CI. Point Sift at the scanners you already run. Under an afternoon, no agents to babysit.
Sift watches every change
As PRs merge, Sift captures provenance, reviews, scans and fixes — tagging AI-authored code and mapping each change to the controls it satisfies.
Export audit-ready evidence
Open your evidence room the day an auditor asks. Controls show green with the receipts behind them. Enterprise security review, unblocked.
Not another scanner. The evidence layer they left open.
We don't compete on finding bugs — we complete the picture with the compliance evidence Snyk, Semgrep and Vanta never made their focus.
| Capability | Sift | Snyk | Semgrep | Vanta |
|---|---|---|---|---|
| Finds vulnerabilities in code | Yes | Yes | Yes | No |
| Maps findings to SOC 2 / ISO controls | Yes | Partial | No | Partial |
| AI-code provenance & governance trail | Yes | No | No | No |
| Per-PR change-management evidence | Yes | No | No | No |
| Auditor-ready evidence export | Yes | No | No | Partial |
| Works on top of your existing scanners | Yes | No | No | Partial |
| Priced for mid-market AppSec | Yes | Partial | Partial | Partial |
Yes Core capabilityPartial Partial / add-onNo Not offeredComparison reflects Sift's positioning; competitor capabilities evolve.
The teams unblocking enterprise deals with proof.
Illustrative early-access stories. Names and companies are fictional samples for this preview.
“We ship a lot of AI-assisted code and our first enterprise deal stalled on a security review. Sift gave us a provenance trail and mapped controls in a day. The deal closed.”
“Our scanners already found the bugs. What we lacked was proof for the auditor. Sift is the evidence layer between Semgrep and our SOC 2 — exactly the gap nobody else filled.”
“It’s like having a fractional AppSec hire that never sleeps. Evidence is always current, so audits stopped being a fire drill.”
Priced to replace a fractional security hire.
One clear plan for mid-market teams — a fraction of the cost of the AppSec headcount and stalled deals it saves you.
Team
For mid-market teams shipping AI-generated code that need to be audit-ready.
Join the waitlist- Up to 25 repositories
- SOC 2 & ISO 27001 control mapping
- AI-code provenance ledger
- Bring your own scanners
- One-click auditor export
- Email & chat support
Growth
For teams closing enterprise deals that hinge on a fast, clean security review.
Join the waitlist- Unlimited repositories
- SOC 2, ISO 27001, PCI DSS & HIPAA
- Shared read-only auditor rooms
- Continuous evidence + drift alerts
- SSO & audit-log access
- Priority support + onboarding
Enterprise
For platform & security teams with bespoke frameworks and procurement needs.
Book a walkthrough- Everything in Growth
- Custom & internal frameworks
- NIST SSDF & EU AI Act mapping
- Dedicated evidence architect
- Data-residency options
- MSA, DPA & security questionnaires
Currently in private beta — pricing locks in for waitlist members. No card required to join.
Straight answers on where Sift fits.
Still deciding? Join the waitlist and we'll walk you through your exact stack.
No. Scanners tell you what's broken; Sift tells your auditor it's fixed — with evidence. We sit on top of the scanning you already do (bring your own Snyk, Semgrep, GitHub Advanced Security, or use ours) and turn every finding, fix, and review into timestamped, control-mapped audit evidence. Scanning is table stakes. Evidence is the deliverable.
Vanta and Drata automate company-wide GRC — HR, devices, vendors, policies. They treat your codebase as a black box. Sift goes deep on the code layer specifically: which controls a given pull request satisfies, whether AI-generated code got human review, and how a vulnerability was remediated. We're the missing AppSec evidence source that plugs into the GRC platform you already run.
For every change, Sift records whether it was authored or assisted by an AI tool (Copilot, Cursor, Claude Code, and others), who reviewed it, which tests and scans it passed, and which controls it touches. When an auditor asks "how do you manage risk from AI-generated code?", you export a signed provenance trail instead of writing a policy doc from scratch.
SOC 2 (Trust Services Criteria), ISO 27001:2022, PCI DSS 4.0, and HIPAA Security Rule at launch, with NIST SSDF and the EU AI Act on the roadmap. Controls map to the code-and-change layer — change management, secure SDLC, vulnerability management, and access to source.
No. Sift reads metadata, diffs, scan results, and review events through short-lived tokens — it never retains your source. Evidence is generated from signals about your code, not the code itself. That design is itself part of the evidence trail auditors like to see.
A fractional CISO is expensive and doesn't scale with every pull request. Sift automates the evidence-gathering grunt work that consumes their hours — so they focus on judgment calls, and you keep audit-readiness continuous instead of scrambling two weeks before the assessment.
Most teams connect their repos and CI in under an afternoon and see their first control-mapped evidence pack the same day. Because evidence accrues continuously, you're not rebuilding a paper trail before each audit — it's always current.
Stop hand-building evidence. Start shipping proof.
Join the waitlist for early access. Get your first control-mapped evidence pack and lock in founding-member pricing.