Autonomous AI penetration testing · L4

Anyone Can Flag Candidate Alerts.

Saifullah Runs the Whole Engagement. On Its Own.

Planning, recon, multi-step exploit chaining, and reproduced findings — with no human intervention during the run. A human reviews the output.

L4

Autonomy level today — building toward L5

0

Human handoffs from plan to report

PoC

Reproducible proof attached to every finding

saifullah / new-engagement

Ready

Target Configuration

How Saifullah accesses and assesses your application.

Target URL

https://acme.app

Submit

Scope is locked before the first request. Non-destructive by default.

Attack path

run_0427 · no human in the loop

01 · Discover

IDOR on /api/v2/invoices

02 · Chain

Role leak · user → admin

03 · Impact

Admin export reached

00:00

plan

scope locked · 1 target · 42 routes

00:03

recon

auth flows + API schema mapped

00:11

discover

IDOR candidate on /api/v2/invoices

00:14

chain

IDOR → role leak → admin export

00:19

verify

exploit reproduced 3/3 · deterministic

00:21

report

evidence bundle → human review

Exploit reproduced 3/3 · deterministic

PoC attached → human review

Ready

Target Configuration

How Saifullah accesses and assesses your application.

Target URL

https://acme.app

Submit

Scope is locked before the first request. Non-destructive by default.

Attack path

01 · Discover

IDOR on /api/v2/invoices

02 · Chain

Role leak · user → admin

03 · Impact

Admin export reached

Exploit reproduced 3/3 · deterministic

PoC attached → human review

// Signal over noise

Security Teams Don’t Need More Alerts.

They Need Proof.

Scanners hand you a queue of maybes. Saifullah hands you a reproduced exploit, the path that reached it, and the evidence to fix it.

01 / Plan

Plans Its Own Engagement.

Reads the scope, maps every route and role, and decides where to probe first — the way a senior tester would.

See it in a run

engagement.plan

AUTO-PLANNED

scope

acme.app · 42 routes · 3 roles

auth

oauth2 + session cookies

queue

ranked by reachable impact

1

/api/v2/invoices

2

/admin/export

3

/graphql

4

/uploads

attack.path

3 STEPS

01 · IDOR

/api/v2/invoices · cross-tenant read

LOW

02 · ROLE LEAK

payload exposes user → admin mapping

MEDIUM

03 · ADMIN EXPORT

full customer export reached

CRITICAL

02 / Chain

Chains Small Bugs Into Real Exploits.

Single issues rarely matter. Saifullah links low-severity findings into multi-step paths that reach real business impact.

See it in a run

03 / Verify

Proves Every Finding Before You See It.

Every exploit is replayed deterministically. If it can’t be reproduced, it never reaches your report.

See it in a run

verify.log

DETERMINISTIC

replay #1

200 · admin export reached

0.41s

replay #2

200 · admin export reached

0.39s

replay #3

200 · admin export reached

0.40s

Reproduced 3/3 · added to report

// Built for real teams

Depth, Control, and Scale.

Without Adding Headcount.

network

L1

auth · sessions

L2

APIs · graphql

L3

business logic

L4

Depth

Reasons across auth, APIs, and business logic — the layers where signature scanners go blind.

ALLOW

acme.app/*

ALLOW

api.acme.app/v2/*

DENY

payments.acme.app

MODE

non-destructive · read-safe

Control

Scope is locked before the first request. Non-destructive by default, and every action is logged.

40 parallel runs · 7 verified

Scale

Run engagements in parallel on every release — not once a year, and not on a consultant’s calendar.

// One run, end to end

Every Finding, Traced End to End.

From First Request to Verified Exploit.

Watch a full engagement play out — plan, recon, discovery, chaining, verification, and a report a human can sign off on.

Target scope

https://app.acme-enterprise.internal

01

Plan

02

Recon

03

Discover

04

Chain

05

Verify

06

Report

Autonomous run

1 / 6

Stage 01 / 06 · Plan

running · no intervention

Plan

Scope becomes an engagement plan: surfaces, auth roles, and rules of engagement.

›

scope · app.acme-enterprise.internal

›

roles · anonymous, user, admin

›

rules · non-destructive only

Recon

Maps routes, auth flows, and API schemas with no human driving the browser.

›

42 routes enumerated

›

OAuth and session flows traced

›

/api/v2 schema inferred

Discover

Probes every surface and records candidate behaviors, not alert noise.

›

candidate · IDOR on /api/v2/invoices/:id

›

candidate · role claim exposed in JWT

›

14 low-severity signals logged

Chain

Links low-severity behaviors into a multi-step path a scanner would miss.

›

hop 1 · IDOR → read foreign invoice

›

hop 2 · leaked role claim → escalate

›

hop 3 · admin export → data access

Verify

Replays the full chain deterministically to prove impact before reporting.

›

replay 1/3 · reproduced

›

replay 2/3 · reproduced

›

replay 3/3 · deterministic

Report

Ships an evidenced report with PoC, impact, and fixes. A human reviews it.

›

evidenced report ready

›

3-hop chain verified

›

status · human review

Output

Pending

Attack path

—

Handoff

Human review

Target scope

https://app.acme-enterprise.internal

Autonomous run

1 / 6

Stage 01 / 06 · Plan

Plan

Scope becomes an engagement plan: surfaces, auth roles, and rules of engagement.

›

scope · app.acme-enterprise.internal

›

roles · anonymous, user, admin

›

rules · non-destructive only

Recon

Maps routes, auth flows, and API schemas with no human driving the browser.

›

42 routes enumerated

›

OAuth and session flows traced

›

/api/v2 schema inferred

Discover

Probes every surface and records candidate behaviors, not alert noise.

›

candidate · IDOR on /api/v2/invoices/:id

›

candidate · role claim exposed in JWT

›

14 low-severity signals logged

Chain

Links low-severity behaviors into a multi-step path a scanner would miss.

›

hop 1 · IDOR → read foreign invoice

›

hop 2 · leaked role claim → escalate

›

hop 3 · admin export → data access

Verify

Replays the full chain deterministically to prove impact before reporting.

›

replay 1/3 · reproduced

›

replay 2/3 · reproduced

›

replay 3/3 · deterministic

Report

Ships an evidenced report with PoC, impact, and fixes. A human reviews it.

›

evidenced report ready

›

3-hop chain verified

›

status · human review

Output

Pending

Handoff

Human review

// The autonomy scale

Where Saifullah Sits Today.

L4 Now. Building Toward L5.

Most tools stop at assisted scanning. Saifullah runs the whole engagement on its own — a human reviews the output, not each step.

L0

Manual

L1

Assisted

L2

Partial automation

L3

Supervised autonomy

L4

Saifullah today

High autonomy

L5

Not achieved

Full autonomy

L0

Manual

L1

Assisted

L2

Partial automation

L3

Supervised autonomy

L4

Saifullah today

High autonomy

L5

Not achieved

Full autonomy

// How it compares

Not Another Scanner.

The Depth of a Pentest, on Every Release.

  • IDOR

  • Auth bypass

  • SSRF

  • SQL injection

  • Privilege escalation

  • Business-logic abuse

  • JWT tampering

  • Mass assignment

  • Path traversal

  • Stored XSS chains

  • GraphQL introspection

  • Race conditions

Capability

Scanners

Manual pentest

Saifullah

Plans the engagement itself

No

Yes

Yes

Chains multi-step exploits

No

Sometimes

Every run

Reproduces every finding

No

Varies

3/3 replays

Runs on every release

Yes

Yearly

Yes

Human time per engagement

Triage queue

Weeks

Review only

Noise in the final report

High

Low

Proof required

// Private pilot

Can Saifullah Hack Your App?

Point it at one application. Get a verified attack path — or a clean bill of health — in a single autonomous run.

Private development · Pilot opening soon

Request pilot access.

A limited program for select companies. An ambitious team led by Alaqmar.