Services

Legal AI that's actually deployed.

We install, configure, host, and extend SWIRL and Mike OSS for law firms and legal technology teams - using an agentic development process that delivers enterprise-grade results, fast.

The team
Richard Maidman

Richard Maidman

President, Legal

Richard leads SWIRL's legal consulting practice. He works with law firms and legal technology teams to deploy SWIRL and Mike OSS, map real workflows to ROI, and stand up governed, privilege-aware AI search on the systems they already run.

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Sid Probstein

Sid Probstein

Founder & CEO

Sid created SWIRL and open-sourced it in 2023. He leads product and engineering, and works directly with legal teams on the architecture behind privilege-aware, governed AI search.

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What We Do
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Installation & Configuration

Full deployment of SWIRL Community or Enterprise, Mike OSS, and Claude Legal - configured for your environment, your sources, and your security requirements.

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Customization & Integration

Custom connectors, UI extensions, workflow integrations with N8N, Crew.AI, and other agentic platforms. Open source, proprietary, or mixed - your call.

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SOC-2 Compliant Hosting

Managed hosting with SOC-2 Type II compliance. Your data stays in a controlled, auditable environment. We don't see your documents - your permissions stay intact.

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Assessments & Audits

AI readiness assessments, profitability audits, and use-case scoping. We help you identify where legal AI creates the most value before committing to a build.

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Claude Legal Support

Installation, configuration, and customization of Claude Legal - including Skills, the new capabilities just released by Anthropic - integrated with SWIRL's knowledge authority layer.

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Connector Factory

Our agentic connector factory generates production-ready connectors to almost any system - document management, case management, legal publishers, databases, APIs, and custom front-ends.

Mike OSS + SWIRL

An open-source Harvey alternative - with enterprise knowledge behind it.

Mike OSS is an open-source, self-hostable legal AI platform. We integrate it with SWIRL Community or Enterprise as the knowledge layer - so Mike can search M365, iManage, SharePoint, legal databases, and more on the attorney's behalf, with permissions fully enforced.

  • Search M365, iManage, SharePoint, and legal publishers from within Mike
  • Import documents directly for deep-dive analysis and drafting
  • SWIRL handles federated retrieval - Mike handles the interface
  • Deploy on-premises or in a SOC-2 compliant hosted environment
  • Open source stack, proprietary stack, or mixed - your choice

SWIRL Community configured as a back-end service for Mike OSS, searching M365

Advisory

Assessments &
readiness reviews.

Before committing to a build, we help you understand what you have, what it's worth, and what to do first. These are structured management consulting engagements - time and motion studies, workflow analysis, and ROI modelling - not sales calls.

  • AI Readiness Assessment - audit of your current systems, data sources, governance posture, and integration readiness
  • Workflow & Time-Motion Study - map where attorney and staff time is actually spent, identify the highest-leverage automation opportunities
  • Use Case Audit - prioritize which AI use cases deliver measurable value for your practice, and which don't
  • Profitability Analysis - model the ROI of specific deployments before you build them
  • Delivered as a written report with prioritized, actionable recommendations

We never violate license conditions. Every engagement is built on the explicit terms of the open source licenses involved - SWIRL, Mike OSS, and any other tools. If a license prohibits a use, we don't do it. We will tell you clearly what is and isn't permitted under the licenses of any tools we recommend. That's not negotiable.

Ready to deploy legal AI
that actually works?

Contact Us