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Use case · IT & security

Spot spear-phishing without swapping your mail server.

One forward connector. One Outlook add-in. One SIEM webhook. Scampilot sits next to your Microsoft 365 or Google Workspace and only speaks up when something's off.

"Our filters catch 95 %. The last 5 % - targeted CEO fraud - costs us the most money."- IT lead, mid-size manufacturer
Where Scampilot plugs in Not a replacement for Exchange Online Protection or Google Spam - for the personalized mails that slip past every classic filter.
01
The gap

Classic filters see patterns. Spear-phishing wears a suit.

What fools your filter isn't „Win an iPhone now!!!“ - it's a properly written mail in your CFO's name to accounting, asking for an urgent wire transfer.

BSI 2024 report: Business Email Compromise caused nine-figure damages in Germany alone. Average incident: €47,000. The escalation almost always looks the same: correct letterhead, polite tone, plausible reasoning - and pressure to hurry.

Your existing infrastructure is tuned for bulk spam. It looks at sender reputation, send frequency, known phishing templates. A carefully crafted mail from cfo-extern@yourcompany.example looks normal to it.

Scampilot picks up exactly there. It checks the semantic layer: who is being asked to do what? Does the tone push urgency? Does the domain match the claimed sender org?

What Scampilot isn't Not a replacement for Microsoft Defender for Office, Mimecast, or Proofpoint. We're a second opinion - for the 5 % that slipped through.
Where we excel Personalized requests, lookalike domains, account-takeover attempts, fake invoices, fraudulent supplier banking details.
02
Setup

Three integration paths, depending on your maturity.

From „pilot in two days“ to „wired into the compliance pipeline“ - pick what matches your pace.

01

Forward connector (two days)

Add a rule in your helpdesk Outlook / Gmail: forward all reported suspicious mails to a Scampilot address. Report comes back as a reply, plus a webhook push to your SIEM. No code change, no new contract with your mail provider.

02

Outlook add-in / Gmail add-on (two weeks)

"Check with Scampilot" button right inside the mail UI for your employees. We deliver the add-in as a sideloadable package or via the app store. Manifest, signature, privacy statement - all included.

03

REST API + SIEM (sprint 1)

A dedicated pipeline step before delivery. All inbound mail through Scampilot, webhook push of reports to Splunk, Elastic, Microsoft Sentinel, or Sumo Logic.

03
What you get

Per mail: verdict, reasoning, evidence.

Exactly the format your SOC knows - with severity, indicators, and a signed audit entry.

Verdict enum

safe / warn / danger. Three levels, fixed. No scale inflation, no 10-step custom severities.

Signals with evidence

credential_request, urgency, lookalike_brand, payment_demand - each with a concrete quote from the mail.

Authentication

SPF, DKIM, DMARC from email headers feed into the prompt and into the signal set.

Cost telemetry

Per report: input_tokens, output_tokens, model_used. Per employee, per department - aggregatable.

Audit trail

Append-only database log of all token creations, report views, deletions. Available on request as CSV.

Heuristic fallback

If the AI provider is down, Scampilot keeps running rule-based. The report is flagged heuristic-fallback - your SIEM sees when it happened.