cybersecuritycompanies.

Alexander Sverdlov

GRC SaaS founder

70/100AI danger score

Your performance review. By your replacement.

Your product is a PDF factory with a login

You spent years turning every European acronym into a dashboard tab, then priced it like a luxury fear subscription because Vanta already did. The sales pitch is still the same: map controls, chase vendors, screenshot evidence, call it governance. Now a model eats the frameworks, drafts the mappings, and fills the questionnaires before your demo even loads. Buyers will still want a cheaper box to click—yours—until they realize the box was never the product. The product was anxiety, and AI is undercutting the rent.

Your busywork’s shelf life~8 months

Estimated AI takeover of 3 exposed tasks.
Whole-job replacement: uncertain.

AI roast. Estimates, not a pink slip.

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Why this score?

How the months are calculated

An illustrative midpoint of 3 medium/high-exposure task windows: now–6 months → 3, 6–18 → 12, 18–36 → 27. High exposure gets weight 2; medium gets 1. Low-exposure tasks are excluded. This gives ~8 months from the assessment date, not a countdown to losing your job.

Calculation: (3 × 2 + 12 × 2 + 12 × 1) ÷ 5, rounded to the nearest month. The task assumptions below must hold.

The founder role does not vanish with generated policies; ownership, liability, and customer contracts remain. What shrinks is the labor of mapping, questionnaires, and evidence packing that justified the price.

Confidence: low. Timing is conditional; inferred duties may not match your actual workload.

Map controls across GRC frameworks

Now–6 months

high exposure · Inferred from role

How AI takes over
AI models ingest ISO/DORA/NIS2 text and produce control mappings and gap matrices, shrinking manual crosswalk work.
What has to happen first
Public frameworks are already in training data; buyers still want a named vendor to blame.

Draft TPRM vendor questionnaires

6–18 months

high exposure · Stated in profile

How AI takes over
An agent takes vendor docs and risk templates and outputs completed questionnaires, reducing analyst drafting time.
What has to happen first
Adoption waits on integrations to vendor portals and legal review of automated scores.

Generate policies and evidence packs

6–18 months

medium exposure · Inferred from role

How AI takes over
Copilots turn policy libraries plus screenshots into auditor-ready packs, leaving humans to attest and sign.
What has to happen first
Auditors and regulators still require a human signature and sample testing.

What still needs you

Signing the risk, owning the product, and taking the call when an auditor or regulator disagrees.

Your next move

Productize the attestation layer and liability story, not more framework checklists the models already emit.

The score averages three task ratings: low = 20, medium = 50, high = 80. It's an illustrative index, not a probability of losing your job.

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Alexander Sverdlov — Your product is a PDF factory with a login
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