Advanced Container Field Management and Image Processing

 FileMaker 2025 delivers powerful new tools for handling media-rich data with enhanced container field management and image processing capabilities. With built-in functions for image optimization, automated thumbnail generation, and metadata extraction, developers can now create apps that handle photos, documents, and media files more efficiently than ever.

For industries like manufacturing, field services, healthcare, or marketing—where images and documents play a critical role—these improvements make FileMaker faster, smarter, and easier to manage.

Automated Image Optimization and Thumbnails

Large image files can slow down databases and layouts, especially when users work remotely or on mobile devices. FileMaker 2025 introduces functions that automatically optimize images for size and performance, generating thumbnails without manual resizing or third-party tools.

Benefits include:

  • Faster record loading in layouts and portals

  • Reduced file size for container data

  • Consistent thumbnail previews across devices

This automation streamlines workflows for image-heavy apps, ensuring visual data is always accessible without compromising speed.

Built-In Metadata Extraction

FileMaker now allows developers to extract detailed metadata directly from container-stored images and files. This includes EXIF information such as:

  • Date, time, and location of photos

  • Camera settings (aperture, ISO, lens type)

  • Keywords or embedded tags

Developers can use this metadata to automatically categorize, filter, or search images—ideal for asset management, inspection records, or photographic documentation in the field.

Smarter Workflows for Media-Driven Apps

By combining optimization and metadata extraction, developers can build FileMaker apps that automatically handle complex image workflows:

  • Field Technicians: Capture site photos that automatically compress, tag, and upload with GPS data.

  • Manufacturers: Record product or defect images tied to work orders for quality assurance.

  • Marketing Teams: Manage brand assets with searchable tags and visual previews.

Every image becomes part of an intelligent, organized system rather than a static attachment.

Why It Matters

FileMaker’s new container field and image processing tools help businesses:

  • Reduce storage overhead while maintaining quality

  • Improve performance in image-heavy layouts

  • Automatically tag and classify visual data

  • Eliminate reliance on external file processors or plugins

With these updates, FileMaker 2025 evolves into a truly full-featured media management platform that integrates seamlessly with your existing workflows.

FileMaker 2025 empowers developers to manage and process images directly inside their apps—optimizing performance and automating organization. From generating thumbnails to extracting metadata, these enhancements make media-driven solutions faster, cleaner, and easier to maintain.

Want to see how Claris FileMaker can simplify image and document management for your organization?  Reach out to Kyo Logic here.

 

 

 

 

 

 

What is OData and How FileMaker Makes Data More Accessible

 If you’re managing data in FileMaker and exploring better ways to integrate with analytics or enterprise platforms, you’ve probably heard the term OData. But what is it, and why should FileMaker users care?

What is OData?

OData (Open Data Protocol) is a standardized way for systems to share data over the web, similar to how web pages are served to browsers. Think of it as a universal language that lets applications query, read, and write data through familiar web protocols like HTTP.

Created by Microsoft, OData is widely used across industries to connect databases to business intelligence tools, ERPs, and reporting dashboards.

What is the FileMaker OData API?

FileMaker now includes its own OData API, available on FileMaker Server 19.1 and later. This feature exposes FileMaker data using the OData v4 standard, meaning that you can connect your FileMaker databases directly to tools like:

  • Microsoft Power BI

  • Tableau

  • Excel (Power Query)

…and many other platforms that support OData. In addition it adds powerful capabilities to work with FileMaker server data including the ability to modify and create data structures programatically.  This feature is a major breakthrough for FileMaker Developers and promises powerful future capabilities for managing advanced FileMaker applications.

Why It Matters

If you’ve ever wanted to:

  • Build live dashboards in Power BI using FileMaker data

  • Query data from FileMaker without custom APIs or exports

  • Integrate FileMaker into larger enterprise data strategies

  • Open FileMaker applications for more advanced capabilities

…the OData API is a game-changer.

It means:

  • Less custom development to connect FileMaker to other systems

  • Standardized querying across platforms

  • Real-time data access for reporting and analytics

  • Improved FileMaker application support

What’s the Difference Between OData and FileMaker OData API?

  • OData: A universal protocol for data querying and manipulation.

  • FileMaker OData API: FileMaker’s specific implementation that lets external tools communicate with FileMaker databases using OData standards.

Is It Time to Upgrade?

If you’re on an older FileMaker Server version or still exporting data to spreadsheets, it’s time to explore how the FileMaker OData API can streamline your workflows.

Contact us today to discuss how we can help you unlock real-time data access and smarter analytics with FileMaker and OData.


 

 

 

Semantic Search Beyond Text: Image and File Embeddings

FileMaker 2025 continues to expand its AI capabilities with support for semantic search across not just text—but also images and files. With new vector and embedding functions, developers can now create smarter, context-aware searches that surface the most relevant content, whether it’s a paragraph in a PDF or a specific image stored in a container field.

This evolution transforms FileMaker from a traditional database into a true semantic data platform, where meaning—not just matching words—guides search results.

What Are Embeddings and Vectors?

At the core of semantic search are embeddings—mathematical representations of meaning. Text, images, and even file content can be converted into vector form, allowing FileMaker to compare their similarity based on context instead of keywords.

For example, a search for “eco-friendly packaging” could return:

  • Product descriptions mentioning “sustainable materials”

  • A PDF datasheet for recyclable containers

  • Images tagged with “biodegradable”

Even though those results don’t use the exact search term, FileMaker understands they’re conceptually related.

Searching Across Images, PDFs, and More

With vector and embedding functions, FileMaker 2025 can now perform semantic search on multiple content types, including:

  • Images: Find visually similar photos or product shots.

  • Documents: Locate PDFs or text files with related topics.

  • Notes and Descriptions: Match records based on concept, not wording.

This makes it possible to unify data that previously lived in silos—connecting written content, visuals, and supporting documents in one intelligent search interface.

Real-World Use Cases

  • Manufacturing: Locate quality control photos related to specific defect reports.

  • Healthcare: Retrieve reference materials or patient documents that align with a particular case.

  • Legal: Find similar contracts or clauses based on meaning rather than keywords.

  • Creative Industries: Search image libraries by theme, emotion, or visual style.

By understanding relationships across different data types, FileMaker enables more intuitive and efficient information retrieval.

Why It Matters

Semantic search with embeddings helps organizations:

  • Discover related insights faster, even in large or unstructured datasets

  • Reduce time spent hunting through files, folders, or records

  • Provide a unified, intelligent search experience for all content

  • Keep all search processing within the secure FileMaker environment

This means more time spent acting on insights—and less time searching for them.

FileMaker 2025 pushes search beyond keywords with AI-powered semantic capabilities that span text, images, and files. With vector and embedding functions, developers can build truly intelligent apps that surface the right content, every time—no matter the format.

Interested in exploring how semantic search can enhance your FileMaker solutions? Reach out to Kyo Logic here.

 

 

 

 

RAG-Powered Document Summaries in FileMaker

FileMaker 2025 brings artificial intelligence directly into your data workflows with Retrieval-Augmented Generation (RAG)—a powerful new way to make documents searchable, understandable, and actionable. By combining RAG with FileMaker’s new GetTextFromPDF function, developers can now build apps that automatically extract, summarize, and query PDF content in real time.

This innovation transforms how organizations interact with contracts, reports, manuals, and other document-heavy data sources.

Turning PDFs into Searchable Knowledge

Traditionally, PDFs stored in container fields were static files—useful for reference, but difficult to search or analyze. With FileMaker 2025, the new GetTextFromPDF function extracts the full text from PDFs directly inside your app, converting them into structured, searchable data.

Once the text is available, FileMaker’s built-in AI features can interpret and summarize it instantly—creating a bridge between unstructured documents and meaningful insights.

Adding Intelligence with Retrieval-Augmented Generation (RAG)

RAG takes document handling a step further. Instead of relying on pre-trained models alone, it allows AI to reference your organization’s own PDFs and data when answering questions or generating summaries.

Example use cases:

  • Summarize long contracts or policy documents in seconds

  • Ask, “What are the delivery terms in this agreement?” and get an AI-generated response grounded in the document’s actual text

  • Analyze reports to highlight key metrics or identify anomalies

By connecting FileMaker’s data handling with contextual AI, RAG ensures that every response is accurate, relevant, and based on your trusted information.

Real-World Impact

These RAG-powered capabilities are especially valuable in industries where document accuracy and compliance matter most:

  • Legal: Instantly summarize contracts and identify key clauses

  • Manufacturing: Extract technical specs from PDF manuals

  • Healthcare: Query compliance and policy documents securely

  • Finance: Review reports and flag key performance insights automatically

All of this happens natively within the Claris FileMaker environment—no need for third-party integrations or external services.

Why It Matters

By pairing RAG with FileMaker’s new text extraction tools, developers can create apps that:

  • Turn static PDFs into living, searchable knowledge bases

  • Automate reporting and documentation workflows

  • Reduce manual review time while improving accuracy

  • Keep sensitive document data secure inside FileMaker

iWith RAG-powered document summaries, FileMaker 2025 redefines what’s possible for document management. Your apps can now extract, summarize, and query PDFs intelligently—delivering instant answers from your own data.

Want to see how Claris FileMaker can bring AI-powered document intelligence to your organization? Reach out to Kyo Logic here.

 

 

 

 

Container Field Optimizations: Metadata & Image Handling

FileMaker 2025 introduces significant improvements to how container fields manage and process images, documents, and other media. These optimizations make it easier for developers to build apps that handle large volumes of assets efficiently—while giving users richer, faster access to the files they need.

Faster Image and Media Handling

Container fields now process and display images more efficiently, improving performance for apps with media-heavy layouts. Users will notice faster load times when viewing records with embedded photos, logos, or scanned documents—especially on mobile devices running FileMaker Go or in WebDirect.

For developers, this means less time optimizing layouts and more time focusing on app logic.

Built-In Metadata Access

FileMaker 2025 introduces new tools to extract and store metadata from images and files in container fields. This allows developers to:

  • Automatically capture EXIF data from photos (date, time, GPS, camera settings)

  • Store and search by keywords or tags

  • Index attributes like file size or type for better filtering

This built-in metadata support eliminates the need for custom plug-ins or external scripts to manage file information.

Smarter Image Management Workflows

Combining faster rendering with metadata extraction opens up new possibilities for workflow automation:

  • Field Service Apps: Attach photos from site visits with automatic time and location stamps.

  • Quality Control: Store test-run images with embedded metadata to prove compliance.

  • Marketing Assets: Organize product images with tags for instant retrieval.

All of this happens natively in FileMaker, reducing the friction of managing large media libraries.

Why It Matters

Container field optimizations in FileMaker 2025 help businesses:

  • Improve app performance with media-rich records

  • Automate metadata capture for stronger record-keeping

  • Search and filter assets faster without third-party tools

For organizations that rely heavily on images or documents—such as manufacturing, healthcare, or field services—these improvements transform FileMaker into an even more capable media management platform.

With faster image handling and built-in metadata access, FileMaker 2025 makes managing container fields more powerful and efficient. Developers can build richer, more responsive apps while users gain quicker, smarter access to critical media assets.

Want to see how Claris FileMaker can streamline your image and document workflows? Reach out to Kyo Logic here.

 

 

Audit Logging and Activity Monitoring in FileMaker 2025

FileMaker 2025 introduces enhanced audit logging and activity monitoring, giving organizations greater visibility into user actions, data changes, and security events. These improvements help businesses strengthen compliance, protect sensitive data, and troubleshoot issues more effectively—all without relying on third-party plug-ins or complex customizations.

Track User Actions in Real Time

The new logging features record detailed user activity inside your FileMaker solutions. Administrators can see:

  • Which users accessed which records

  • What actions were taken (view, edit, delete)

  • When changes occurred

This real-time tracking is invaluable for teams managing sensitive or regulated data, as it provides a clear record of who did what, and when.

Monitor Data Changes and Security Events

Beyond user actions, FileMaker 2025 now logs key data changes and security events. These logs can include:

  • Field-level changes, such as updates to key values

  • Authentication attempts, including failed logins

  • Privilege set changes and role updates

  • API token usage for integrations

This granular view of system activity helps administrators quickly identify anomalies or unauthorized behavior.

Why It Matters for Compliance and Governance

Enhanced audit logging isn’t just a technical improvement—it’s a critical step toward meeting regulatory requirements such as GDPR, HIPAA, and SOX. With built-in logging, you can:

  • Produce auditable records on demand for compliance reviews

  • Demonstrate controls over sensitive data

  • Strengthen internal governance and accountability

By keeping all this information inside FileMaker, you also reduce the risks and complexity associated with external monitoring systems.

Building Better Oversight Into Your Apps

Developers can configure these new logging features to feed into dashboards or reports, making it easy for managers and compliance officers to review activity at a glance. This transforms audit logs from static records into actionable intelligence.

With FileMaker 2025’s improved audit logging and activity monitoring, businesses gain a built-in solution for tracking user actions, data changes, and security events. These tools make it easier to safeguard sensitive data, meet regulatory requirements, and maintain system integrity—without adding extra layers of software.

Want to explore how Claris FileMaker can strengthen your audit trails and compliance workflows? Reach out to Kyo Logic here.

 

Token-Based API Security in FileMaker Cloud

With FileMaker 2025, Claris FileMaker Cloud introduces a more robust approach to API authentication: token-based security. This enhancement is designed to protect data in transit, simplify integration management, and meet stricter compliance requirements like GDPR and HIPAA—all while making API access easier to administer.

What Is Token-Based API Security?

Traditional API authentication often relies on static credentials or passwords embedded in integrations. Token-based security replaces these credentials with temporary, revocable tokens that are issued for a specific session or scope.

This means:

  • Credentials aren’t hard-coded into scripts or third-party apps

  • Tokens expire automatically, reducing long-term security risks

  • Access can be revoked instantly without changing every integration

Benefits for GDPR and HIPAA Compliance

For organizations handling personal or sensitive data, token-based API authentication supports compliance in several ways:

  • Granular Access Control: Tokens can be issued with specific permissions for limited resources or time periods.

  • Reduced Exposure: Tokens expire automatically, minimizing the window of vulnerability if compromised.

  • Auditability: API access logs show exactly which token was used, when, and for what purpose—critical for audits.

These features align with best practices for data protection and regulatory compliance.

How It Works in FileMaker Cloud

Developers and administrators can now:

  • Generate tokens programmatically when a session begins

  • Use tokens to authenticate API calls instead of embedding credentials

  • Revoke or rotate tokens from a central dashboard without touching scripts

This approach makes integrations both more secure and more manageable, especially in large environments or when working with multiple third-party systems.

Why It Matters

Token-based API security in FileMaker Cloud gives IT teams and developers peace of mind. It ensures integrations remain secure by design while reducing manual credential management. This is especially valuable for businesses that must demonstrate GDPR or HIPAA compliance without slowing down development.

FileMaker Cloud’s new token-based API security offers a modern, secure way to manage integrations—perfect for organizations that prioritize data protection and compliance. By replacing static credentials with dynamic, revocable tokens, you can build faster, safer connections to your apps and services.

Want to learn how to implement secure, compliant integrations with Claris FileMaker Cloud? Reach out to Kyo Logic here.

 

 

 

Bringing AI to Your PDFs: Using RAG and GetTextFromPDF in FileMaker

FileMaker 2025 takes a big leap forward in document intelligence with the introduction of GetTextFromPDF and support for Retrieval-Augmented Generation (RAG) workflows. Together, these features enable developers to extract content from PDFs, feed it into AI queries, and deliver smarter, context-aware responses—all from within FileMaker.

For organizations managing contracts, manuals, reports, or compliance documents, this unlocks powerful new ways to make data more accessible.

Extracting Text from PDFs with GetTextFromPDF

The new GetTextFromPDF function allows developers to pull plain text directly from PDFs stored in FileMaker container fields. This removes the need for external tools or manual copy-pasting.

Example use cases:

  • Extracting contract terms for automated review

  • Pulling specifications from technical manuals

  • Making historical reports searchable inside FileMaker

With documents converted into structured text, your FileMaker app becomes a repository for smarter queries and workflows.

Adding AI with Retrieval-Augmented Generation (RAG)

Once text is extracted, FileMaker can apply RAG workflows by sending relevant content to an AI model. Instead of relying on generic knowledge, the AI can answer questions based on your own documents.

Example use cases:

  • Ask “What’s the warranty period in this contract?” and receive an AI-generated response grounded in the extracted text

  • Search policies and instantly surface the relevant compliance rules

  • Build knowledge bases that combine multiple PDFs into a single, AI-driven query system

RAG ensures responses are not only intelligent but also accurate and based on your organization’s actual content.

Smarter Document-Driven Apps

By combining GetTextFromPDF and RAG, developers can build FileMaker apps that:

  • Transform static PDFs into searchable knowledge assets

  • Automate compliance checks and reporting

  • Empower employees to query documents naturally, without needing to dig through lengthy files

This makes FileMaker a powerful platform for industries where document management and accuracy are mission-critical.

FileMaker 2025 turns everyday documents into intelligent, searchable resources. With GetTextFromPDF and RAG capabilities, you can build apps that not only store PDFs but also understand them—delivering real-time insights and smarter workflows.

Interested in exploring how Claris FileMaker can power AI-driven document intelligence? Reach out to Kyo Logic here.

 

 

Semantic Search in FileMaker: How to Use Vectors for Smarter Text and Image Queries

FileMaker 2025 introduces a groundbreaking set of vector and embedding functions, bringing semantic search directly into the platform. Instead of relying only on exact keyword matches, semantic search understands meaning and context, making it easier to surface the most relevant content—whether you’re querying text descriptions, product data, or even image metadata.

This shift opens the door to more intuitive, AI-powered search experiences inside FileMaker apps.

What Is Semantic Search?

Traditional search is literal: it looks for exact matches between keywords and fields. Semantic search, by contrast, uses AI vector embeddings to represent the meaning of text or images. Queries and records are transformed into vectors (mathematical representations), and results are ranked based on similarity—not just matching words.

For example:

  • A keyword search for “laptop” only finds exact matches.

  • A semantic search for “portable computer” will also surface “laptop,” “MacBook,” or “notebook” entries.

FileMaker’s New Vector Functions

FileMaker 2025 introduces vector operations that enable developers to normalize, compare, and manipulate embeddings directly. These include functions for:

  • Creating embeddings from text or image metadata

  • Normalizing vectors for consistent comparison

  • Adding and subtracting vectors to explore relationships between terms

  • Performing similarity searches to return the most relevant results

Real-World Use Cases

  • Product Catalog Search: Customers searching for “running shoes” will also find items described as “trainers” or “athletic sneakers.”

  • Knowledge Bases: Employees looking up “safety procedures” can also surface related documents like “workplace compliance” or “OSHA guidelines.”

  • Image Metadata: Searching “sunset” can bring up photos tagged with “dusk” or “evening,” even if the keyword doesn’t appear.

By embedding semantic search in FileMaker, businesses can create smarter, more user-friendly search experiences that save time and uncover hidden insights.

Why It Matters

Semantic search makes FileMaker solutions more intuitive for non-technical users. It reduces the frustration of missed results, supports more natural queries, and helps organizations unlock the full value of their data—text, documents, and images alike.

With vector and embedding functions, FileMaker 2025 brings the power of semantic search directly into your apps. From smarter text queries to image-based lookups, these tools provide context-aware search that delivers the right results faster.

Want to explore how semantic search in Claris FileMaker can transform your data experience? Reach out to Kyo Logic here.

 

How Claris Studio and FileMaker Now Work Together Seamlessly

With FileMaker 2025, Claris has taken a major step forward in unifying its platform. One of the most powerful enhancements is the seamless integration between Claris FileMaker and Claris Studio. Claris provides multiple ways to connect FileMaker with Claris Studio, including Claris Connect, which supports intelligent, trigger-based workflows. These connections make it possible to set up responsive, event-driven interactions—so your systems can exchange data seamlessly as soon as something important happens. Businesses can now securely publish FileMaker data directly into Claris Studio, opening the door to scalable web apps and external data collection tools—without the need for complex third-party integrations.

Secure External Access to FileMaker Data

Previously, extending FileMaker data beyond the organization often required custom APIs, plugins, or external hosting solutions. Now, Claris Studio provides a direct bridge, enabling developers to publish FileMaker data securely to the web. This makes it possible to:

  • Share data with clients or partners in a controlled environment

  • Create portals for vendors, contractors, or distributed teams

  • Collect inputs externally while keeping FileMaker as the system of record

Scalable Web Apps and Forms

Claris Studio isn’t just about basic web views. With support for 100,000+ records per view, Studio can handle enterprise-scale datasets. Developers can build:

  • Customer intake or service request forms

  • Survey and feedback systems

  • External dashboards for reporting and analysis

All of this runs on the Claris platform, reducing dependency on outside web frameworks.

No More Third-Party Workarounds

In the past, businesses often relied on middleware or custom development to extend FileMaker apps to the web. With Studio’s integration, those workarounds aren’t necessary. FileMaker remains the secure backend database, while Studio provides a modern, scalable front end for external access.

Why This Matters

For developers and businesses alike, the seamless connection between FileMaker and Claris Studio means:

  • Faster deployment of web-facing solutions

  • Lower costs by eliminating third-party hosting or integrations

  • Greater confidence in data security and compliance

  • More flexibility to expand FileMaker’s reach beyond internal teams

The integration of Claris Studio and FileMaker is a game-changer for organizations that need to extend their data beyond internal users. Whether it’s building external portals, scalable data collection apps, or secure reporting tools, you can now do it all within the Claris ecosystem.

Want to explore how Claris FileMaker and Claris Studio can streamline your web apps and data collection? Reach out to Kyo Logic here.