AI security + compliance, human-in-the-loop

One leaked secret is all it takes to reach your cloud root.

TensorShield connects your code, cloud, and SaaS, walks every attack path an attacker could, and shuts it. One AI engineer finds the chain across all three and fixes it — a named human signs the risky calls.

Connect code, cloud, and SaaS · SOC 2 · ISO 27001 · +20 more · No credit card to start

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Example · how the chain forms
Cross-surface attack pathA leaked AWS key in code and a breached SaaS login both bridge through an over-permissioned cloud IAM user to reach cloud root.shared ARNsame emailassume rolecodeleaked AWS keySaaSbreached logincloud IAMover-permissionedcloud rootadmin
AI engineer: revoke the key, restrict the IAM role · you approve
Your stack
CloudAWS · GCP · Azure
WorkspaceGoogle · M365
CodeGitHub · GitLab
Identity & MFAOkta · SSO
TensorShield
Detect · Triage · Fix · Prove
automated, with a human in the loop
What you get
Fixes shippedPRs & configs, gated
22 frameworks mappedSOC 2 · ISO · GDPR · +19
Signed evidence packreproducible, not screenshots
Auditor-ready reportPDF · Markdown · CSV
Live posture dashboardcontinuous, 24/7

Read-only by default · write-back only on your approval · per-tenant isolation · ed25519-signed evidence

Why teams trust TensorShield

A young product — but not an unproven one. Here's what it's built on.

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Built by ex-Google security engineers
The people who secured hyperscale, now on your side
Runs best-in-class open source
30+ wrapped scanners — recall on par with the standalone tools
Agentic-native
An AI security engineer, not a scanner with a chatbot
Trusted for enterprise deals
Signed, reproducible evidence your buyers accept
How it works

Free scanning. Two AI agents. A human who signs.

Not a black box. A deterministic + ML-based security & compliance scanning engine you can see — then an AI security engineer and an AI pentester that reason over it, with a named human accountable for the calls that matter.

One click, not a chat box

An AI security team you run with actions, not prompts.

No blank prompt to stare at. Your AI Security Engineer and AI Pentester are consoles of one-click actions — each triggers a real agent over your real findings, and anything it changes waits for your approval.

Triage everything

A prioritized list — real risk first, the noise collapsed.

Auto-fix the criticals

A pull request or config change, ready for you to approve.

Investigate this issue

Root cause, blast radius, and how it chains to a crown jewel.

Cloud deep-dive

The IAM + reachability paths an attacker could actually use.

Generate evidence

A signed, auditor-ready compliance pack.

Launch a pentest

An exploitation-proven report with captured PoCs.

Less noise

We prioritize the alerts, so you don't have to.

Every raw alert runs through the same funnel a senior engineer would — live, on every scan. What's left is the short list that actually matters, in order.

1,200+
Raw signals
30+ scanners, every surface
310
Collapse duplicates
many alerts → one issue
180
Drop false positives
fingerprint + confidence
40
Rank by exploitability
KEV · EPSS · reachability
12
Weight by blast radius
data-tier · exposed · attacked
6
What matters
in priority order

Illustrative funnel — your numbers vary. The mechanisms are real: dedup into one confirmed issue · fingerprint + confidence FP filter · KEV/EPSS/reachability ranking · data-tier & under-attack weighting.

The difference

Most tools stop at the finding. TensorShield ships the fix.

A dashboard full of risks is still your problem to solve. TensorShield prepares the actual remediation — and applies it the moment you approve.

Advise-only tools
  • Hand you a list of risks
  • “Remediation guidance” you implement yourself
  • You still need an engineer to act
  • Evidence you assemble by hand
TensorShield
  • Opens the pull request with the fix
  • Applies the cloud / identity change on approval
  • Auto-handles the low-risk work; gates the rest
  • Signs the evidence pack automatically
From alert to fixed — automatically, with you approving what matters
Detected
ranked, deduped
Fix prepared
PR · config · runbook
You approve
1 tap, tier-gated
Applied
via your connector
Re-verified
confirmed gone
22
compliance frameworks
30+
OSS scanners wrapped
24/7
autonomous monitoring
1-tap
approval, fully signed
Three ways to get it handled

Run it yourself, have us run it, or run it for your clients.

The AI does the heavy lifting every way. The only question is who makes the judgment calls a machine shouldn't — your team, our experts, or your consultancy's.

Self-serve

Run it yourself

Connect your stack and the agent finds, fixes, and proves your security. Your team approves anything that matters — no security hire needed.

Start free
Done for you

We run it for you

No security team? We provide the named expert — a vCISO, an auditor liaison, a pentester — who handles the judgment calls on your behalf, every decision signed and accountable.

See managed
For MSPs & consultancies

Deliver it to your clients

Run security & compliance for your whole book of clients on TensorShield. Your experts handle the human-in-the-loop from one console — far more clients, far less cost.

Become a partner
How it works

Set up once. It runs itself.

Connect a system and the agent takes it from there — you stay in control of anything risky.

STEP 1

Connect

GitHub, AWS, Google Workspace, Okta — one click of OAuth. The agent discovers what to watch.

STEP 2

The agent works

It scans continuously, triages real risk from noise, and prepares the fix — patches, configs, tickets.

STEP 3

You approve

Anything consequential waits for one tap of your approval. Everything is signed and auditable.

The platform

Everything a security & compliance team does — one platform

Five surfaces, one finding graph. Each runs the best open-source scanners, enriched by the AI engineer — feeding the two outcomes you actually buy: security and compliance.

A human in the loop across all of it. The agent finds, prioritizes and fixes — but anything consequential waits for one tap of your approval, and every decision is signed into a tamper-evident ledger. Autonomy where it's earned.

One shared brain

Five surfaces, one brain — every signal makes the next smarter.

The surfaces above aren't separate tools bolted together. Every scan, pentest, and posture check feeds one finding graph — so they corroborate each other's detections and roll into a single compliance posture.

AI security engineer AI pentest Supply-chain SaaS & identity CI/CD 8 asset-type scans
One finding graph — the shared brain

Corroborate findings across tools · correlate cross-surface attack paths via a shared entity · map every finding to compliance controls · the pentest writes proof back onto the finding.

Better detection

The same issue found by two scanners collapses into one — and is marked confirmed when independent tools agree. Less noise, higher confidence.

Cross-asset attack paths

A web flaw that leaks a key, chained to the cloud account it unlocks. Findings bridge surfaces through a real shared entity — across all 8 asset types.

One compliance posture

Every product's findings map to controls and roll into a single signed posture across all 22 frameworks — so detection and audit-readiness move together.

Why TensorShield

One platform where you'd otherwise stitch three — or hire.

Most SMBs end up paying for a compliance tool, a scanner, and the engineer to run both. TensorShield is the one box that detects, fixes, and proves — with you approving anything that matters.

TensorShield
the autonomous team
Compliance platforms
Vanta · Drata
Point scanners
Snyk · Dependabot
Hire an engineer
$150k+/yr
Deep detection — code, cloud, web, identity
Ships the actual fix (PR / config change)
Compliance evidence — 22 frameworks, signed
Identity & email-spoofing posture
Runs 24/7, autonomous, human-gated
Cost for an SMB$/mo$$/mo$/mo$$$$/yr

Category comparison — capabilities vary by vendor and plan. Vanta & Drata are compliance-automation platforms; Snyk & Dependabot are code/dependency scanners.

A fraction of a hire — that never sleeps, takes PTO, or quits.

A mid-level security engineer runs $150k+/yr and can't cover detection, compliance, and identity alone. TensorShield does all three continuously, and only pulls in a human for the calls that need judgment.

See pricing
Built on trust

Evidence you can prove — not screenshots you hope hold up.

Every finding cites the tool that backs it, and every compliance artifact is signed and pinned to the exact state it was assessed against. An auditor can re-run the proof. Your customers can trust the badge.

  • ed25519-signed, tamper-evident evidence packs
  • Grounded findings — the agent never asserts what a tool didn't prove
  • A signed decision ledger for every automated and human action
How we keep you safe
GitHub
AWS
Okta
SOC 2
Signed
Trust

Give your startup a security team today.

Connect your first system in minutes. See your posture, your compliance gaps, and your first fixes — for free.