Platform for Operational Evidence Apps

Know what happened. Act with confidence.

Mach5 helps security and operations teams ask questions directly on live data, investigate what happened, preserve evidence, and turn repeatable workflows into governed apps.

Live operational dataEvidence-backed answersAd-hoc investigationRepeatable appsGoverned workflowsRBAC + Audit

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Operational Evidence Apps

Apps that turn data into trusted action.

Operational Evidence Apps are different from CRUD apps, dashboards, and workflow tools. They combine live operational data, evidence-backed decisions, and governed action in one repeatable experience.

Operational data

Connect to systems in motion

Search and correlate logs, alerts, identity activity, cloud events, runtime telemetry, repository activity, SIEM data, and SaaS audit trails.

Evidence-backed decisions

Show why the answer is true

Preserve source rows, timelines, detections, confidence, citations, related entities, and the query path behind every conclusion.

Governed action

Act with controls built in

Move from answer to action through workflows, approvals, RBAC, idempotency, audit records, and human-in-the-loop guardrails.

Ad-hoc investigation

Ask a question first

Ask directly on live data when the problem is new, urgent, or exploratory. Search, summarize, chart, pivot, inspect evidence, and decide what should happen next without first designing an app.

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Repeatable app building

Promote repeatable work into an app

When an investigation or response path repeats, package it as an Operational Evidence App with data contracts, dashboards, detections, workflows, tests, deployment metadata, and guardrails.

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Question to governed action

The operational evidence lifecycle is built into Mach5.

Mach5 supports the full path from ad-hoc question to preserved evidence, recommended action, governed workflow, packaged app, and safe iteration.

1

Ask

Start with a natural question, alert, entity, event, or hypothesis.

2

Search

Query live operational data across connected systems and high-volume event streams.

3

Correlate

Join identity, cloud, host, repository, SIEM, SaaS, and workflow context.

4

Preserve evidence

Keep source rows, timelines, detections, citations, and reasoning attached to the answer.

5

Recommend action

Summarize what happened, why it matters, and what the next safe step should be.

6

Govern

Route action through approvals, RBAC, workflow policy, and audit.

7

Package app

Turn repeatable work into dashboards, detections, workflows, tests, and deployment bundles.

8

Iterate

Refine prompts, mappings, detections, actions, and app resources without losing control.

Ready to turn data into trusted action?

See how Mach5 builds Operational Evidence Apps for security and operations teams.

Get a demo

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Real-time Security Analytics at Scale - Without the Ops Overhead

Cybersecurity

By switching to Mach5, Permiso eliminated fragmented infrastructure and slashed operational costs. What once took weeks to prototype now takes days - thanks to a single, scalable platform for ingesting, storing, and querying massive volumes of security data.

75% faster time-to-market. 50%+ cost savings. No DevOps fire drills.

See the full story
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Built for teams moving fast

Security Engineers

Use Mach5 to turn fast-changing signals into clear, repeatable detections.

SOC Analysts

Investigate alerts with timelines, evidence, context, and recommended next steps.

App Builders and MSSPs

Package expertise as polished Mach5 apps with dashboards, detections, AI guidance, workflows, and sample data.

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Resources

Read about Operational Evidence Apps, AI investigation, app building, data economics, and the Mach5 platform.

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May 27, 2026

Blog

The Anatomy of Operational Evidence Apps

Mach5 team

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May 26, 2026

From Expert Prompt to Evidence App: Rebuilding an xz Backdoor Investigation in Mach5

Mach5 team

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Apr 8, 2026

10 Billion Rows, 1/15th the Infrastructure: How Mach5 Outperforms Trino, Starburst, and Snowflake

Vinayak Borkar

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Mar 17, 2026

Document Views: Eliminating Write Amplification in Search

Vinayak Borkar

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