For the past few years, AI in document management mostly meant help: a chatbot that answers questions, or a tool that suggests a field value for you to approve. In 2026, that changed. AI is now doing the work, not just advising on it.
In April, Laserfiche introduced AI Agents at its Empower conference, and they became generally available to Laserfiche Cloud customers on May 7. Six months later, the October release has made them noticeably more capable. Here is what’s new, why it matters, and how to get your organization ready.
What a Laserfiche AI Agent actually does
An AI Agent takes a plain-English instruction and carries out a multi-step task inside your repository. Think of requests like:
- “Move every vendor invoice from Q1 into a 2026 Q1 folder.”
- “File these training certificates into each employee’s personnel folder.”
- “Find contracts that are missing a renewal date and send them to legal for review.”
Work that used to need either a person clicking through hundreds of files, or a developer building a workflow, can now be described in a sentence. Agents operate inside Laserfiche’s existing security and permission controls, so they only see and touch what the user is allowed to. Laserfiche has also built them around human review and a visible record of what the agent did.
What the October 2026 release added
1. Smart Fields can now “see” the page, not just read it. Smart Fields and AI-assisted form fill can interpret visual information alongside text. That includes:
- Checkmarks, shaded bubbles and tick boxes (optical mark recognition)
- Whether a signature is present
- Difficult handwriting, including cursive
- Text inside logos and watermarks, and descriptions of images in the document
For anyone processing intake packets, applications, permits, inspection reports or patient forms, this closes a gap that template-based capture never handled well.
2. Agents can now edit metadata directly. Directed agents can update repository field values. Cleaning up inconsistent or missing metadata across thousands of documents becomes a request, not a project.
3. Smart Chat can explain your existing workflows. Ask Smart Chat what a business process does and it will walk you through it. That helps when the person who built a workflow has moved on, or when you are auditing processes before a change.
4. Better task routing. Process designers can now control whether a task can be reassigned. When someone releases a task they claimed, Laserfiche reapplies the assignment rules instead of opening it to the whole team.
Laserfiche has also said the next step is background agents: agents that run continuously and watch your repository for specific business conditions, rather than waiting for a prompt.
Why this matters now
This isn’t just a Laserfiche story. Gartner predicted that 40% of enterprise applications would include task-specific AI agents by the end of 2026, up from less than 5% in 2025. Laserfiche was also named a Leader in Gartner’s 2026 Magic Quadrant for Document Management. The direction of the whole industry is the same: from software that stores documents to software that acts on them.
But agents are only as good as the content they work with. An agent can’t classify a file that’s still in a banker’s box. It can’t fix metadata if nobody agreed what the fields mean. And it shouldn’t be acting on records that ought to have been destroyed under your retention schedule.
Five steps to get AI-ready
- Digitize the backfiles that matter. Start with the records people request most or that drive active processes. Paper is invisible to AI.
- Standardize your metadata. Agree on templates and required fields for each document type, so agents (and people) have something consistent to act on.
- Apply your retention schedule. Clear out what you no longer need to keep. Less clutter means better AI answers and lower risk.
- Review permissions. Agents inherit user access. Make sure access reflects who should actually see what.
- Pilot one workflow. Pick a narrow, high-volume task, such as invoice filing or HR onboarding records, measure time saved, then expand.
A note for self-hosted customers: AI Agents and the newest Smart Fields features are delivered through Laserfiche Cloud. If you are on a self-hosted system, ask us about the path to Cloud and what it would take for your environment.
How Nexus can help
Nexus Imaging Solutions has helped organizations nationwide implement Laserfiche since 2014. We can assess your backfiles, design your metadata and retention structure, digitize the records that matter, and pilot AI Agents on a real workflow so you can see the time savings before you scale.
What would your team do with an extra two hours a day? Book a Laserfiche AI demo and we’ll show you AI Agents working on documents like yours.
