Changelog

Follow new updates and improvements to Lamatic.ai.

May 5th, 2026

Four updates this release. Doc Extractor gets a Gemini patch, S3 works in action mode now, AgentKit moves to GitHub for community contributions, and logs got a serious performance upgrade under the hood.

Improved S3 Node: action mode is now available.

The S3 node used to work as a trigger only. You could kick off flows when files landed in S3, but you couldn't fetch files on demand mid-flow. Action mode closes that gap.

  • Presigned URLs: Fetch a presigned URL for any specific file in your S3 bucket

  • Folder-Level Access: Pull presigned URLs for all files inside a folder in one step

  • Action Mode: Use S3 as an on-demand data source anywhere inside your flow, not just as a trigger

[Try it in Studio β†’]


Improved Doc Extractor: custom Zod schema support now works with Gemini.

Last week's Doc Extractor release shipped structured extraction for most models. Gemini users hit a wall with custom schemas. That is patched now.

  • Custom Schema Support: Define your own Zod schema and get structured output from Gemini exactly as specified

  • Full Extraction Suite: Raw text, document annotations, and structured data all supported across PDFs and images

  • Smart Chunking: PDFs are processed in 30-page chunks so large documents don't break your flowMulti-Page Documents: Combine multi-page outputs or process page by page

Checkout the doc β†’


New AgentKit is now on GitHub. Build it, use it, contribute to it.

AgentKit kits and templates are now community-driven and live on GitHub. Browse what the community has built, use what fits, and contribute your own.

AgentKit on GitHub β†’

April 29th, 2026

New

Two new nodes this release. Doc Extractor brings LLM-powered document extraction natively into your flows. MSSQL brings direct database access into Studio. Plus a round of fixes that were affecting real workflows.

New Doc Extractor Node: pull structured data from any document, right inside your flow.

Extracting structured data from PDFs and images used to mean stitching together OCR tools, custom parsers, and manual cleanup before anything useful came out. The Doc Extractor node does all of that inside Lamatic, in one step, using an LLM prompt you control.

This one came from the team hitting the same wall repeatedly while building document-heavy workflows.

  • PDF and Image Support: Extract from any document using a URL

  • Prompt-Controlled Extraction: Define what to extract and how to format it using a plain prompt

  • Flexible Output: Returns JSON, markdown, or plain text ready for downstream nodes

  • Multi-Page Documents: Combine multi-page outputs or process page by page

Checkout the doc β†’


New MSSQL Integration: query your database without leaving Studio.

Testing queries against MSSQL used to mean switching between external tools, validating data outside your workflow, then bringing results back in. You can now connect directly to your MSSQL database from inside Studio and run queries in the same place you build.

  • Dedicated MSSQL Node: Connect with credential configuration built in

  • Query Editor: Write and execute SQL queries directly inside the node

  • Live Results: View query output inside Studio as you build

  • Connection Testing: Verify your database connection without leaving the platform

Checkout the doc β†’


Improved Four fixes. All of them were affecting real workflows.

  • Stripe Subscriptions: Subscription access issues with Stripe are now handled correctly, reducing unexpected access problems

  • Templates: Fixed cases where templates were not loading or being found correctly

  • Keyboard Navigation: Smoother focus behavior across forms for faster, more accessible input

  • Loading States: Clearer indicators when actions are in progress so you always know what Studio is doing

April 21st, 2026

Improved

We found gaps in how token usage and costs were calculated, and deployments needed better structure at scale. This release closes both.

Improved Analytics accuracy: every request now counts.

Token usage and cost metrics now include every request state, successful, failed, or incomplete. Calculations are consistent across logs, dashboards, and reports so your numbers tell the same story everywhere.

  • All Requests Counted: Successful, failed, and incomplete requests all factor into your metrics now

  • Unified Aggregation: Same calculation logic across logs, dashboards, and reports

  • Reliable KPIs: Requests, tokens, and cost figures now align everywhere you look

Try it in Studio β†’


Deployments: structured, paginated, and predictable now.

As deployment lists grew, navigation got harder. The deployment experience is now rebuilt around scale so you always know where you are and what shipped last.

  • Newest First: Latest deployment always surfaces at the top

  • Pagination: Clean navigation across large deployment lists

  • Total Count: Full visibility into deployment volume at a glance

  • Stable Loading: List no longer resets while fetching more entries

Try it in Studio β†’

Under the hood: faster queries, smoother daily workflows.

A round of internal improvements to the data layer, filtering, and UI. Queries are faster, aggregation logic is simpler, and the small friction points in logs and filtering are cleaned up.

Try it in Studio β†’

March 31st, 2026

The node library is at 40+ and growing, so we rebuilt the selector to keep up. Keyboard navigation, recently used nodes, cleaner tooltips. The Prompt Editor also gets better controls this release.

New We rebuilt the node selector for a library that keeps growing.

As the number of nodes in Lamatic grew, the old selector didn't grow with it. Finding the right node took longer than it should. The new one is built for the library we have now, and the one we're still building.

  • Recently Used Nodes: Your most used nodes surface at the top so you're not hunting every time

  • Keyboard Navigation: Navigate and select nodes without touching the mouse

  • Clearer Tooltips: Hover over any node for a clean, readable description before you add it

  • Scalable Layout: Redesigned to stay fast and accessible as the node library keeps expanding

Build a flow now β†’

Improved Prompt Editor: small changes, big usability wins

Prompt Editor continues to evolve with better guidance and cleaner controls, making it easier to manage configurations inside agents and workflows.

These updates focus on reducing confusion and improving day-to-day usability.

  • Quick Actions: Added remove/delete buttons with tooltips for configuration items

  • Guided Inputs: Instructional tooltips for inserting variables

  • Better Visibility: Improved configuration item management

Prompt IDE docs β†’

March 24th, 2026

New

Improved

Two big ones this release. Batch Node brings parallel execution to your flows, making them faster. The Prompt IDE is rebuilt from the ground up. Plus a round of smaller improvements across logs, docs, and the editor.

New Batch Node: your Agents can now run in parallel.

The Loop node processes one item at a time. Batch Node processes all of them at once. The difference is not subtle: 100 tasks that take 50 seconds sequentially finish in 5 seconds at a concurrency of 10. For I/O-bound workflows, that is a 5 to 10x speed improvement out of the box.

Built for the people who watched Loop nodes crawl through large datasets and wondered if there was a better way. There is now.

  • Parallel Execution: Processes multiple iterations at the same time instead of one by one

  • Concurrency Control: Set a limit to scale fast without hitting rate limits or overloading downstream services

  • Lists and Ranges: Works with both list inputs and numeric ranges

Batch Node Docs β†’

New The Prompt IDE is rebuilt. Write, test, and see costs all in one place now.

Prompt engineering now has a proper home in Lamatic. Structured blocks, an AI assistant working alongside you, and instant cost feedback before anything goes to production. All in one screen.

This came from watching people bounce between the editor and external tools just to test one prompt.

  • System and User Blocks: Separate role-based sections so your prompt structure is clear from the start

  • Prompt Assistant: Writes and refines prompts alongside you, right inside the editor

  • Instant Testing: Run prompts in real time and see output, token usage, and cost before your flow ever deploys

[Prompt IDE docs β†’]

Improved Five things we shipped this week. Some small. All worth it.

  • Docs: Copy any page as Markdown or open it directly in Claude or ChatGPT. Less tab switching, faster iteration

  • Dark Mode: Cleaned up styling on AI suggestion buttons and separators

  • Node Config: Better node configuration layout and a cleaner Code IDE

  • Text Rendering: Text no longer overflows or wraps awkwardly in prompts and logs

  • Code Editor: Removed variable previews and auto-formatting for a more stable editing experience

Try it in Studio β†’

March 18th, 2026

Improved

Integrations

Your MySQL database can now talk directly to Lamatic. Use it as a flow trigger, a query layer, or both. Operational data straight into your RAG flows, copilots, and pipelines. No extra infrastructure. Just connect and build.

On public demand: Now Integrate and Sync MySQL databases directly into Lamatic

  • Scheduled Sync: Automatically pull MySQL tables into your flows on a set schedule.

  • Incremental Updates: Fetches only new or changed rows using a cursor, not the whole table every run.

  • SQL in Flows: Run custom queries as a step inside any workflow.

  • Full or Incremental Mode: Pick the sync strategy that fits your data volume.

  • SSL + SSH Tunneling: Secure connections, works out of the box.

MySQL docs→

Improved Three things that were quietly annoying people. Including possibly you.

  1. Retry System: Fixed retries replaying against stale data. They now use actual log data, so failures reproduce accurately instead of guessing.

  2. Logs: Fixed a blind spot, in-progress and timed out flow requests now show up.

  3. Studio UI: Fixed a round of small interface inconsistencies across the board.

Try it in Studio β†’

March 14th, 2026

New

Discover the new Ask Widget for embedding conversational AI on your website, plus enhanced Search + Ask integration and developer experience improvements on Lamatic.

Ask Widget

Introduce an interactive AI-powered Ask Widget that can be embedded directly into your website using the Ask Trigger node. The widget enables users to ask questions, choose from suggested prompts, and continue conversations with follow-up questions, creating a smooth conversational Q&A experience on your site.

Key Features

  • Embed a conversational AI Q&A interface directly on your website

  • Suggested prompts to guide user questions

  • Follow-up conversations for deeper interaction

  • Seamless integration using the Ask Trigger node

Checkout the doc

Search Widget Update - Ask Integration

Search Widget can now connect directly with an Ask Flow. In the Search Widget node configuration, you can select an Ask Flow from a dropdown. When configured, the Ask widget becomes available inside the search interface, allowing users to switch between Search and Ask seamlessly.

What this enables

  • Run Ask flows alongside search results

  • Unified interface for search and conversational queries

  • More flexible knowledge discovery experience

Checkout the doc

Others Improvements

  1. Ask Widget UI Enhancements: Improved styling including placeholder and helper text colors, avatars, background behavior, increased overlay height for trigger selection, and refreshed trigger/response icons.

  2. Logs Improvements: Better pagination validation, improved log filtering logic, and enhanced timestamp sorting with clearer node display in logs.

  3. Code Editor Enhancements: Automatic code formatting while pasting or typing, along with improved auto-indentation for cleaner and better-structured code.

March 6th, 2026

This release introduces the new Webflow Integration. It also enhances developer workflows with features like Saving Model Credential as a draft and SharePoint Integration upgrades including improved logs, testing updates and draft credential support.

Webflow Integration

The new Webflow integration allows Lamatic workflows to automate content management and site operations directly within Webflow. You can now build workflows that respond to Webflow events or perform automated actions on your Webflow projects.

Capabilities

  • Trigger workflows from Webflow events

  • Manage Webflow sites and collections

  • Automate page and content operations

  • Build content workflows powered by AI

Checkout the Webflow Integration doc

Save Credentials as Draft

Developers can now save credentials as a draft while configuring integrations. This allows you to set up credentials gradually without needing to complete the full configuration immediately.

Key Benefits

  1. Save partially configured credentials

  2. Continue setup later without losing progress

  3. Faster and smoother integration setup experience

Checkout the doc

Save Credentials as Draft

Save credentials as a draft while configuring integrations

lamatic.ai/docs/models#setting-up-a-model-in-studio

SharePoint Integration Improvement

SharePoint Action Node has been significantly enhanced to support more advanced operations for interacting with SharePoint sites, collections, and pages. These improvements make it easier to build automated workflows that retrieve, process, and act on SharePoint content inside Lamatic flows.

With these updates, developers can programmatically access SharePoint resources, extract structured content, and integrate it into AI-powered workflows such as document processing, knowledge retrieval, internal search systems, and automation pipelines.

Check the documentation

Others Improvements

Platform Enhancements

  • Test cases now update correctly in the list when saved or duplicated

  • Improved real-time update handling for test suites

  • Enhanced onboarding flow to preserve organization and project selections across steps

Logging & Analytics

  • Log entries now include detailed input/output token breakdowns

  • Logs persist usage metrics into a project-level analytics store

  • Request statistics and usage metrics are now tracked with per-project database support

March 3rd, 2026

Experience a smoother onboarding process to help you get started quickly. Plus, Mailhook transforms emails into instant flows and enhanced branch controls and UI improvements offer greater flexibility.

Improved Onboarding Experience

We’ve redesigned the onboarding flow to make it smoother, clearer, and more action-driven, helping new users move from signup to building faster.

  • Embedded demo booking form directly inside onboarding modals.

  • Improved navigation between onboarding steps.

  • Modals now support better scrolling and adaptive sizing for clearer content display.

  • Demo form automatically closes after successful submission.

  • β€œSkip” option now intelligently redirects to relevant pages instead of exiting abruptly.

  • Updated button labels and page headings for better clarity and guidance.

Explore the updated experience inside the Studio

Mailhook- Turn Emails into Instant flows

Many workflows begin with an email, support requests, lead inquiries, alerts, approvals, and more. Traditionally, handling these requires polling inboxes, manual forwarding, or complex integrations. Mailhook solves this by turning incoming emails directly into workflow triggers inside Lamatic. With Mailhook, every email sent to a dedicated address automatically starts a flow, no polling, no manual steps, no external automation tools required.

Ideal for building:

  • Support ticket routing systems

  • Inbox parsing and data extraction

  • Lead capture automations

  • Internal notifications and alerting pipelines

Checkout the Mailhook doc

Branch Node Enhancements

Branch nodes are now more flexible and easier to manage, especially in complex agentic workflows.

  • Rename branch labels directly inline with instant UI updates.

  • Automatic validation and debounced auto-save while editing.

  • Add or remove branches easily with dedicated action buttons and tooltips.

  • Cleans up incomplete edits automatically when exiting.

  • Keeps branch data and edge references fully synchronized after updates.

  • Automatically updates related configurations when branch labels change.

Checkout the docs

Others Improvement

  1. We’ve refined the Studio experience to make flow building smoother and more responsive.

  2. Enhanced scrolling behavior in the Flow Editor panel for better navigation.

  3. Improved node settings layout for a cleaner and more responsive experience.

February 14th, 2026

Google Drive Action Node

Based on community feedback, we’re introducing the Google Drive Action Node to make file operations seamless inside your flows. You can now Create Google Docs directly from a flow, Manage files effortlessly (create, update, organize) and Work with folders and structure content programmatically

Key Features

  • Easily manage files and folders inside Google Drive

  • Create and update Google Docs within automated workflows

  • Seamless integration into existing Lamatic flows

Check out the docs to get started.

Build Smarter Flows with Lamatic Templates & AgentKit

We’ve expanded our collection of pre-built Lamatic flows and templates to help you ship faster. Deploy powerful workflows in a single click and customize them to fit your use case.

Key Features

  • Wide range of ready-to-use flow templates

  • One-click deployment

  • AgentKit-powered extensibility

  • Production-ready flow structures

Explore the templates in the Lamatic Studio and start building.

Other Improvements

  1. Improved Lamatic Studio error handling with clearer validation messages and better user feedback

  2. Enhanced Studio performance for improved accessibility and overall developer experience