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Nano V2.1 is built.

Model family

Aarvi AI · Product

Aarvi Intelligence

The console on top of the Aarvi AI corpus. Alerts, investigation, monitoring and reports share one evidence model, so a finding is the same object wherever you meet it.

6
workflows
3
search channels
1
evidence model
Aarvi Intelligence

Alert queue

3 open · 1 assigned
  • HighRepeated failures, then a successful loginALR-1042 · finance-app-02 · Needs review04:02
  • MediumUnusual application access outside baselineALR-1041 · app-gateway-01 · Investigating03:47
  • LowUnexpected service restart on a worker nodeALR-1040 · worker-03 · Needs review03:12

Illustrative interface. Records are invented; no customer data is shown.

Workflows

Six entry points. One set of evidence.

You can start from an alert, a phrase, a watch subject or a blank report form. The platform hands back the same thing each time: a record, its source, and the moment it was captured.

01Planned

SIEM & intelligent alerting

  • logs
  • Sentinel V2
  • Laya DCO
  • human review

What you do

Review an alert that already carries the events it was built from, and decide what to do about it.

What the platform does

Sentinel V2 reads normalised telemetry. Laya DCO decides whether the observation becomes an alert, stays correlated or is dropped. The alert arrives with a timeline, affected entities, the model's reasoning and Nano V2.1's intelligence context.

The open-source SIEM engine is not selected yet, so this workflow is planned rather than shipped.

02Live

Continuous threat intelligence

  • crawler
  • actors
  • indicators
  • provenance

What you do

Query an indicator, an actor or a phrase, and read the source behind every claim.

What the platform does

Maintenance jobs keep actor, campaign and indicator records current. Every record keeps first-seen, last-seen and the source that asserted it, so a match is evidence rather than a mention.

03Live

Live dark web investigation

  • Nano V1.2
  • orchestrator
  • Oracle Cloud
  • live scan

What you do

Type the phrase you care about and wait for a fresh crawl, instead of trusting an index that was built last quarter.

What the platform does

Nano V1.2 expands the phrase into the variants a search actually needs. The orchestrator selects configured sources, workers collect, and results are deduplicated with your original phrase highlighted and expanded matches labelled as such.

Only configured and reachable sources are searched, and a scan reports partial coverage rather than hiding it.

04Live

Indexed & Telegram search

  • dwsearch.online
  • Telegram
  • indexed
  • capture time

What you do

Search millions of pages in seconds, or the Telegram messages already collected, when speed matters more than freshness.

What the platform does

dwsearch.online serves the stored dark web corpus from Google Cloud. Telegram search queries the pre-crawled message store. Neither performs a live scrape at query time, and both show capture times so freshness is never implied.

Telegram search is in development. It queries collected messages, not a live channel.

05Described

Monitoring & Info Cards

  • Info Cards
  • schedules
  • three channels
  • email

What you do

Put an organisation, a domain, a person or a credential fingerprint under a recurring watch and stop re-typing the same search.

What the platform does

An Info Card becomes search intent. A schedule runs it daily, weekly, monthly or on a custom cadence across any of the three channels, and delivers a report to email or a configured integration.

06In development

Researched reports

  • 20-word intake
  • Nano V2.1
  • verification
  • email

What you do

Describe what you need in twenty words, choose a use case and a report structure, and get on with your day.

What the platform does

Planning, cross-channel research, section evidence, Nano V2.1 synthesis, verification, delivery. Every substantive claim keeps a citation and a collection time, and gaps are stated rather than filled.

Twenty to thirty minutes is a target measured against scan scope, queue depth and source availability — not a guarantee.

The record

Every answer is a record with a receipt.

This is the object the whole console is built around. It is not a search result and not a model output: it is a capture, its provenance, and a bounded claim about what it means.

Fig. 01 — Evidence record
Live investigation · matchLive

Capture · indexed corpus · dwsearch.online

  • Captured 2026-10-14 03:44 UTC · job crawl-7f21
  • Domain list posted to a broker thread · 412 entries
  • Matched phrase: northwind logistics (original)
  • Expanded variant: northwind-logistics · labelled
  • Neighbour entry: northwind-supply · not an exact hit
  • Publisher: m4rble · first seen 2025-11-02
  • Channel: indexed corpus · no live scan at query time

Redacted at render. Ordering and spacing preserved from the capture.

Source
dwsearch.online · indexed
Capture
2026-10-14 03:44 UTC
Fetch job
crawl-7f21
Extractor
v4 · domain, email, alias
Confidence
high · exact domain
Retention
per engagement, stated in contract

What this supports

That this domain appeared in the listed material on the capture date, and that the match is against the phrase you asked for.

What it does not

Prove a breach, a live session or that the publisher is the actor behind the original listing. Those need a separate observation.

One record, shown the way the console shows it. The original phrase is highlighted; a near match is labelled as such rather than counted as a hit.

Models

Where each model sits in the journey.

Models are used where a decision genuinely needs judgement, and deterministic services do everything that does not.

Which model is responsible for which decision in Aarvi Intelligence
WorkflowModelDecision
SIEM alertingSentinel V2 · Laya DCOWhether telemetry is suspicious, and whether it becomes an alert
Live investigationNano V1.2What variants of your phrase are worth searching
Alerts, summaries, reportsNano V2.1What the evidence means, in language an analyst can sign
Everything elseDeterministic servicesRetrieval, deduplication, scheduling and delivery

Status

What is live, and what is not.

A buyer should be able to tell the difference without opening a contract. These four columns are the same on this page, on the homepage and in the footer.

Live
  • dwsearch.online
  • Dark web orchestrator
  • Continuous collection
Built
  • Nano V2.1
  • Nano V1.2
In development
  • Telegram search
  • Free AI reports
Planned
  • Sentinel V2
  • Laya DCO
  • Integrated SIEM
  • Alert pipeline

Deployment

Your data does not become someone else’s corpus.

Collection runs on infrastructure we operate. Your logs, Info Cards, searches and reports stay in a scoped deployment, with retention and residency agreed before the first query runs.

Tenancy, residency and retention are decided per engagement, not assumed by a pricing page.

Security & trust
dwsearch.online
Google Cloud · indexed corpus
Orchestrator
Oracle Cloud · live dark web scans
Model serving
Deployment-dependent · versioned per release
Collection
Owned crawlers and maintenance jobs
Delivery
Email and configured integrations

Index

Jump to a workflow.

Same six, in the order an investigation usually meets them.

Access

See it against your own question.

Tell us what you would search for on your worst day. We will run it, show you the evidence, and tell you honestly what the corpus does not cover.

Sentinel V2, Laya DCO and the SIEM integration are planned. They are not part of a current deployment.