AN Alpesh Nakrani
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Cybersecurity · Risk reduction

Phishing Triage Agent that saves analyst hours.

Enrich reported messages, classify likely phishing, extract indicators, and create an analyst-ready case without auto-dismissing a true threat.

◆ human-gateda person approves every consequential action
$24,000
fixed-scope pilot
Enterprise / regulated launch
launch posture
High current buying momentum
market signal
phishing-triage-agent
// deduplicate campaign
input: Message headers/body
step: parse artifacts
citations: [ source ✓ ]   confidence: 0.93
HUMAN GATEawaiting review →

Nothing is finalized until a human approves it.

Built for
The buyer
CISO, SOC Director, Security Operations executive
The champion
Email Security lead, Incident Response manager, MSSP Operations leader
Day-to-day users
SOC analysts, help desk, employees and incident responders

Designed, built, and evaluated by Alpesh Nakrani, VP of Growth at ViitorCloud, 14 years shipping software, writing on AI-Native engineering and evaluation.

Evals-first
built in from day one
Human-gated
judgment stays with you
The problem

Where the time and money actually go.

User-reported email queues contain duplicates, spam, benign simulations, and sophisticated attacks; analysts repeat header, URL, attachment, and campaign analysis.

Who feels it

SOC analysts, help desk, employees and incident responders

Trigger to act: Phishing queue SLA is slipping, analysts are burned out, simulation volume confuses operations, or an MSSP needs repeatable tenant-aware triage.

Outcome & ROI

The result you can model before you sign.

Illustrative, replace with your data
$34,667
per month, illustrative

Illustrative only: 8,000 reported messages/month × 4 minutes removed × $65 loaded hourly cost ÷ 60 = $34,667 monthly capacity. Acceptance must prioritize malicious recall over automation rate.

The outcome, plainly: Enrich reported messages, classify likely phishing, extract indicators, and create an analyst-ready case without auto-dismissing a true threat.

Triage time
malicious recall
false-benign rate
How it works

Inputs in. A cited, review-ready result out. Your expert decides.

A Read-only security investigation agent. Every material fact is grounded in an allowed source and returned with its identifier, with no invented data.

01
Deduplicate campaign
02
parse artifacts
03
enrich indicators
04
analyze authentication and domain
05
retrieve related telemetry
06
rank risk
07
draft analyst disposition
08
isolate only under approved playbook
Reference architecturegrounded · human-in-the-loop · fully auditable
Source systems · scoped access
Email security gateway
reported-phish mailbox/button
sandbox
threat-intel feeds
identity/endpoint/SIEM
Grounded reasoning core
Retrieve & extract
grounded on your sources, returns citations
Reason & draft
Claude Sonnet 4.6 or GPT-5.6 Terra
Human gateAnalyst approves benign/malicious disposition and containment; high-risk messages, credential exposure, and ambiguous cases escalate immediately.
Action · only after approval
isolate only under approved playbook
Audit trace
sources, rules, confidence, reviewer
Tenant isolation
minimum data, never cross-tenant
Evaluation suite
baselined pre-launch, watched after
Observability
cost, latency & drift telemetry
Model strategy

Claude Sonnet 4.6 or GPT-5.6 Terra, selected on the client’s code/security golden set; Deterministic scanners, policy rules and tests remain authoritative; use a smaller model for labeling only. Read-only tool adapters; Sandboxed execution; Static analysis / test framework.

Inputs
  • Message headers/body
  • URLs
  • attachments/hashes
  • sender/domain
  • user and recipient context
  • gateway verdict
The human gate

AI-Native, not autonomous. Judgment stays with your people.

The machine does the work; the human’s role narrows to the one thing that matters, judgment. That constraint is what makes it safe to deploy.

Non-negotiable human gate

Analyst approves benign/malicious disposition and containment; high-risk messages, credential exposure, and ambiguous cases escalate immediately.

What it will never do
No autonomous benign close for uncertain/high-risk messages
no detonation outside sandbox
no employee blame
no active exploitation or credential use.
The scorecard

A scorecard, not a demo. We baseline what breaks in production.

Every deployment ships with an evaluation suite. These are the numbers we baseline before launch and monitor after.

Primary
Triage time
malicious recall
false-benign rate
duplicate suppression
containment lead time
analyst agreement
user notification time
tenant isolation
Why this, not that

The category is crowded. Most of it isn’t built for your workflow.

The alternatives
Abnormal SecuritySublime SecurityMicrosoft DefenderProofpointMimecastCofenseTines/Torq workflowsSOC analysts
This implementation

Fixed-scope, tuned to your systems and rules, grounded in your data, with the human gate and audit trail built in from day one. A price you own, not a subscription you rent.

✓ Fixed price, not a seat subscription ✓ Grounded in your data & rules ✓ Human approval on consequential actions ✓ Auditable decision trace
Systems & integrations

It plugs into the stack you already run.

No rip-and-replace. Access is scoped to the minimum data necessary, isolated per tenant, and fully logged.

Email security gatewayreported-phish mailbox/buttonsandboxthreat-intel feedsidentity/endpoint/SIEMticketing/SOARemployee notification
Pricing

Transparent by design. The build price buys the workflow and the proof.

A fixed implementation fee plus a monthly bill that scales with volume and governance. No hidden seats.

Pilot
$24,000
one-time · bounded proof of value
  • One process / scope
  • Live workflow on your data
  • Baseline evaluation suite
  • Measured vs. current process
Most chosen
Production
$56,000
one-time · full deployment
  • Full scope & integration
  • Human-review UI & audit trail
  • Write-back to your systems
  • Production evals & monitoring
Enterprise
$94,000
one-time · multi-entity / regulated
  • Multi-facility rollout
  • Advanced security & compliance
  • Custom control & escalation
  • Dedicated evaluation program
Monthly operating cost

25,000–1,000,000 security events/month; SIEM/export charges can dominate

$1,550–18,200
usage (models, OCR, vector, storage)
$3,800/mo
managed evaluation & monitoring

Planning assumptions, not vendor quotations. Your Email security gateway and other platform licenses are separate and owned by you. Figures confirmed during scoping.

On working with Alpesh
“His vast knowledge of technologies and a natural problem-solving mindset consistently lead us through complex challenges with clarity and confidence.”
AM
Adil Multani
Senior Backend Developer
Why this is safe to try
01Baseline first. We measure your current numbers before we build anything.
02Fixed scope, fixed price. One process in the pilot. No open-ended engagement.
03Expand only if the scorecard earns it. You see the measured result before committing to production.
04Your people stay in control. The human gate means nothing consequential happens without a human’s approval.
FAQ

Questions serious buyers ask.

Does the AI act on its own?

No. Analyst approves benign/malicious disposition and containment; high-risk messages, credential exposure, and ambiguous cases escalate immediately. The system drafts and recommends; a human approves every consequential action. Explicitly excluded: No autonomous benign close for uncertain/high-risk messages; no detonation outside sandbox; no employee blame; no active exploitation or credential use..

How do you stop it inventing facts?

Every material claim is grounded in an allowed source record and returned with its source identifier. The system separates observed facts, model inference, and missing information, and routes to a human whenever confidence is low, evidence conflicts, or an adverse outcome is possible.

What does it cost to run each month?

A usage bill of roughly $1,550–18,200/month (25,000–1,000,000 security events/month; SIEM/export charges can dominate), plus a $3,800/month managed retainer for evaluation, monitoring and maintenance. Your existing platform licenses are separate and already yours. Exact figures are confirmed during scoping.

Do we need a ChatGPT or Claude subscription?

No consumer ChatGPT or Claude subscription is required for the production workflow. The client needs an approved API/cloud billing account. Workspace seats are optional for internal prototyping and administrator access.

How is this different from Abnormal Security?

Tools like Abnormal Security, Sublime Security, Microsoft Defender are broad platforms you adapt to. This is a fixed-scope implementation tuned to your systems and rules, grounded in your data, with the human gate and audit trail built in, and a transparent price instead of a seat subscription.

How long until it’s live, and how do we prove it works?

This is a enterprise / regulated launch. We baseline “Triage time” first, then measure against that baseline. You see the scorecard before expanding scope, the evaluation suite ships with the system, not as an afterthought.

Book a scoping call

Bring your real numbers. Leave with a fixed-scope plan.

A 30-minute engineering-led working session, no slideware. You leave with a sized opportunity estimate, a fixed-scope pilot plan, and the integration & human-review path mapped.

VP of Growth at ViitorCloud · senior delivery owner confirmed before paid work

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