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Sirion Rolls Out Agentic ‘Conversational Contracting Experience’ – Artificial Lawyer

By Advanced AI EditorOctober 9, 2025No Comments4 Mins Read
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CLM pioneer Sirion has launched what it’s calling an agentic ‘conversational contracting experience’. AskSirion will give access to ‘expert agents across every step in the contracting lifecycle: from drafting and negotiations to risk assessment and post-signature governance’. (See AL Interview with Ajay Agrawal, CEO at Sirion, below.)

The company said that AskSirion and its collection of lawyer-trained agents will help overcome some of the challenges that have dogged CLM implementation in the past.

The agents that can be called upon in the ‘conversational experience’ include:

‘Search Agent – finds, reasons, and retrieves contract intelligence instantly

Create Agent – drafts contracts based on approved templates

Issue Detection Agent – identifies deviations from playbook at the issue level

Redline Agent – surgically redlines deviations with clear explanations

Extraction Agent – converts documents into structured contract intelligence

Playbook Agent – transforms institutional knowledge into standardized playbooks.’

The company noted that users of the collection of agents experienced ‘80–90% acceleration in focused use cases, such as first-draft, redline, and search’.

And here’s a quick video they made.

How their agents work. Sirion productions.

–

–

AL asked Ajay Agrawal, CEO at Sirion, if he could tell us a bit more.

First, how is Sirion defining agents here? 

At Sirion, we define agents as practitioner-grade AI specialists purpose-built for contracting work, not rebranded workflows or chatbots. These agents are trained by attorneys and subject matter experts and are grounded in a contract-specific knowledge graph that captures more than a decade of structured contract data, including clauses, negotiations, obligations, and performance data.

This deep context allows our agents to independently sense user intent, reason over structured and unstructured contract data, and act within defined guardrails to deliver outcomes such as extraction, issue detection, or redlining. Unlike traditional automation that follows predefined rules, Sirion’s agents interpret context, learn from enterprise playbooks, and collaborate with other agents in an orchestrated way, producing results that are explainable, repeatable, and auditable.

In a nutshell, our Sirion agents are domain-specialized contracting experts in software form that understand intent, reason with expertise, and execute with precision, autonomously when they can, collaboratively when they should.

How does this extend your offering beyond what was there before?

The agents mark a major evolution of Sirion’s AI foundation. While earlier versions of the platform used AI for specific features (like extraction, clause comparison, and risk scoring), the agentic architecture is new. The new agentic platform is built on agentOS, Sirion’s AI-native operating system, which provides a secure, extensible framework to build, orchestrate, and govern specialized agents.

The 360 conversational contracting experience is a new advancement that lets users command the full agentic capabilities of the platform, just by asking in everyday language. At each step, users receive plain-language explanations for all actions and insights, fostering complete transparency and trust. It’s an industry first, purpose-built for enterprise use cases, giving users instant access to practitioner-grade agents across every step in the contracting lifecycle: from drafting and negotiations to risk assessment and post-signature governance.

–

So, there you go. CLM is not dead, it’s evolving…!

You can find more about Sirion here.

—

Legal Innovators Conferences in London and New York – November ’25

If you’d like to stay ahead of the legal AI curve then come along to Legal Innovators New York, Nov 19 + 20 and also, Legal Innovators UK – Nov 4 + 5 + 6, where the brightest minds will be sharing their insights on where we are now and where we are heading. 

Legal Innovators UK arrives first, with: Law Firm Day on Nov 4th, then Inhouse Day, on the 5th, and then our new Litigation Day on the 6th. 

Both events, as always, are organised by the Cosmonauts team! 

Discover more from Artificial Lawyer

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