Pixee Foresight reviews your PRDs before code exists, extracts the security promises the design makes, turns them into tickets, and checks every PR for drift from what was promised.
Scanners see code after it exists. Foresight reviews the intent before the code is written.
Despite thirty years of scanning for SQL injection, we've barely made a dent:
Decide it at the design stage, and you close the whole class.
Source: OWASP Top 10:2021, A03 Injection.A flaw caught while it's still a sentence in the spec is a one-line edit. In production it requires finding, triaging, fixing, and merging — before it gets exploited.
It bleeds forward from the spec, through the build, into what ships, getting harder to see at every step.
"Access will be appropriately restricted" isn't a promise; it's a hidden decision no one consciously made. The agents building from it inherit the gap.
A ticket says what to build, not what to protect. Whoever builds it, human or agent, never sees the security intent that lived only in the design.
By the time it's a pull request, the flaw is already shipping, and nothing downstream is checking it against what was intended.
"These are the kind of things you can never track as a human, because you could never keep up with all the PRs scattered across your organization. We now have the ability to."— Arshan Dabirsiaghi, Pixee
One model of your security promises, working from the spec to the pull request.
Foresight ingests your PRDs, design docs, and tickets as they're written.
It pulls the security promises the design makes — explicit and implicit — and the misuse cases teams could never write at scale.
It pushes those promises into your tickets, so engineering sees them at planning, not after launch.
When a PR lands, Foresight checks the shipped code against the design's promises and flags what broke — like a single-use token a refactor quietly let you reuse:
Every finding ties to a spec line and a threat, logged as an auditable record — not another alert.
VulnOps: Triage & Fix handles the code you have. Foresight secures the design. One context graph powers both.
The average org carries 865,398 open alerts. Foresight helps stop design-stage risk from becoming tomorrow's backlog.
Sources: Pixee VulnOps customer data · OX Security AppSec Benchmark, 2026.
A private, per-customer model of your codebase, scanners, conventions, history, and architecture. Never shared, never used to train shared models. It's why Triage & Fix reads exploitability right for your deployment, and why Foresight knows what each design is supposed to protect.
Security doesn't start at the pull request. It starts at the design.
That's the failure mode we built against. The design stage is a handful of decisions, not a thousand code patterns — and every finding ties to a spec line you confirm or dismiss in one click. An audit trail, not another alert stream.
For one PRD, yes — and you should. But a prompt only reviews the spec you remembered to paste in; Foresight reads every spec as it's written, tracks the promises into your tickets, and checks shipped code at PR time. A threat model you run once versus one that runs as a system.
No — that's the point. Half of security defects are design flaws, not bugs (IEEE): a decision like data exported with no encryption, or tokens that should be single-use but aren't. No pattern, no CVE — the code does exactly what the design told it to.
Foresight reads whatever describes intent — Jira, Linear, Confluence, design docs — and runs on your own Azure OpenAI, OpenAI, or Anthropic instance, no lock-in. It doesn't replace your scanners or in-editor assistants; it's the design-stage layer they can't reach.
Triage & Fix is reactive — it cuts your backlog to what's exploitable and ships fixes developers merge (76%). Foresight is proactive — it secures the design so the backlog never forms. One platform, one context graph; most teams run both.
The next decade of security gets won upstream, at the speed of agents.
Bring a real spec. We'll show you the promises it makes, the threats it misses, and where last sprint's code already drifted.
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