The Gilbane Advisor

Curated for content, computing, data, information, and digital experience professionals

Gilbane Advisor 6-3-26 — Ontology & AI, Techdoc & AI

June 3, 2026 /

Featured articles from: Dean Allemang, and Michael Iantosca.

Additional reading from: Stevo Ledbetter, Scott Brinker, Steve Hedden, and Nadia Okafor.

News from: Form. io & Contentstack, Acclaro, Snowflake & Natoma, and Uniform

Our next issue arrives 6/17/26.

All previous issues are available at https://gilbane.com/gilbane-advisor-index

Opinion / Analysis

Does an Ontology need an interpreter?

Ontologies are technical and often complex, thus not conducive for adoption by most enterprise users without consultant help or extensive training. Dean Allemang makes a convincing case for using GenAI to make ontologies more understandable and usable for business users. (12 min)

https://medium.com/@dallemang/does-an-ontology-need-an-interpreter-cc624e8c4f3f

Deterministic and agentic AI architectures for technical documentation

Michael Iantosca covers a lot of bases here, all very useful… “how deterministic architectures, semantic governance, structured content, knowledge graphs, DOM Graph RAG, iiRDS metadata frameworks, context graphs, agentic Docs-as-Tests validation, provenance tracking, and operational orchestration can mitigate the probabilistic weaknesses of AI systems in enterprise documentation environments”. (13 min)

https://medium.com/@nc_mike/deterministic-and-agentic-ai-architectures-for-technical-documentation-3fb2956a1334

More Reading

All Gilbane Advisor issues

Content Technology News

Form. io and Contentstack formalize partnership

Brings a content layer that can deliver experiences across any channel, and a data collection layer that can hold up under compliance scrutiny and complex UX demands.
https://form.io/press/form-io-and-contentstack-formalize-partnership-to-bring-governed-data-collection-to-adaptive-digital-experiences/ ■ https://www.contentstack.com

Acclaro launches Localization Orchestration

The holistic solution supports every stage of multimedia globalization across video, audio, and image formats, for both pre-recorded and live content.
https://www.acclaro.com/news/acclaro-launches-multimedia-localization-platform/

Snowflake to acquire Natoma

Bringing Natoma’s Enterprise Model Context Protocol (MCP) platform to Snowflake will make it easier to securely connect AI to enterprise applications.
https://www.snowflake.com/en/news/press-releases/snowflake-announces-intent-to-acquire-natoma-providing-secure-connectivity-for-the-agentic-enterprise/ ■ https://natoma.ai

Uniform updates Scout DXP for humans and agents

Marketers and AI agents can work together to serve both the humans reading content and the agents finding, summarizing, and transacting on it.
https://www.uniform.dev

All content technology news

The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, data, web, and digital experience technology and information professionals. We publish recommended articles and content technology news. We do not sell or share personal data.

Subscribe | View online | Editorial policy | Privacy policy | Contact

Form. io and Contentstack formalize partnership

May 28, 2026 /

Form .io, an enterprise data platform for regulated industries and government agencies, today announced a formal partnership with Contentstack, the provider of the Agentic Experience Platform (AXP). The partnership recognizes an integration pattern already running in production across regulated industries — and gives joint customers a clearer path toward modern digital experience infrastructure.

Enterprises building on composable architectures have long needed two things to work together: a content layer that can deliver experiences across any channel, and a data collection layer that can hold up under compliance scrutiny and complex UX demands. For organizations in healthcare, financial services, and government, those requirements don’t trade off. Both have to be true at once.

Contentstack handles content, natively unifying structured content, real-time data, and autonomous AI orchestration. Form.io handles data collection — compliant by design, auditable from the moment of capture, and always inside the customer’s own environment. Together, they give regulated enterprises a composable experience layer that moves fast and a data collection layer that holds up when compliance calls.

For organizations in healthcare, financial services, and government, that combination is the baseline — modern digital experiences built on infrastructure that was designed for the environments they actually operate in.

https://form.io/press/form-io-and-contentstack-formalize-partnership-to-bring-governed-data-collection-to-adaptive-digital-experiences/ ■ https://www.contentstack.com

Acclaro launches multimedia localization orchestration platform

May 27, 2026 /

Acclaro, a provider of content intelligence solutions that helps brands communicate with purpose, precision and global impact, announced the launch of Acclaro Multimedia Orchestration, a purpose-built, AI-powered solution set to transform how organizations localize and distribute multimedia content.

Acclaro Multimedia Orchestration combines AI-powered technologies with the company’s human expertise in localization, translation, subtitling, dubbing, lip syncing, and voiceover. By integrating AI into Acclaro’s existing services, organizations can localize multimedia more efficiently, and across a broader range of global distribution channels, to make multilingual content delivery fast, accurate, and scalable.

The holistic solution supports every stage of multimedia globalization across video, audio, and image formats, for both pre-recorded and live content. Flexible workflows range from fully human driven to fully AI automated, enabling organizations to tailor localization approaches to their quality, speed, and scale requirements. Features include:

  • Subtitling with AI-driven translation into 100+ target languages in real-time.
  • Dubbing, Voice Cloning and Audio Separation for multilingual audio content.
  • Voiceover from transcription to recording to quality assurance testing.
  • Lip Synching across multiple languages.
  • Video Personalization for end-to-end video production workflows, from ideation to distribution.
  • Creative Asset Localization enabling organizations to translate images and design files with AI-powered layout adaptation and collaboration tools.

https://www.acclaro.com/news/acclaro-launches-multimedia-localization-platform

Snowflake to acquire Natoma

May 27, 2026 /

Snowflake, an AI Data Cloud company, announced it has signed a definitive agreement to acquire Natoma, an enterprise Model Context Protocol (MCP) platform for AI agents. Snowflake will establish a natively integrated governance and identity layer for AI agents and MCP tool access, making it easier to securely connect and manage how AI systems interact with their enterprise applications, databases, APIs and tools. By extending governance to AI-driven workflows, Snowflake makes it easier for companies to safely manage not just their data, but also the actions AI agents take across business workflows.

With this acquisition, Snowflake customers will be able to securely connect Cortex Agents, Snowflake Intelligence, Cortex Code and other AI platforms to enterprise systems across SaaS applications, cloud environments, VPCs and on-prem infrastructure through a verified library of MCP servers. Natoma provides the control and governance fabric for these connections, helping enterprises manage how AI agents discover, access and act across systems with trust, visibility, identity-aware authorization, policies and auditability built in.

Enables users to correlate and enrich trusted business data in Snowflake with context from Slack, email, CRM, Jira, internal APIs, databases and applications, enabling Snowflake Intelligence and Cortex Code to deliver actionable outcomes with enterprise-grade security, governance and control.

https://www.snowflake.com/en/news/press-releases/snowflake-announces-intent-to-acquire-natoma-providing-secure-connectivity-for-the-agentic-enterprise ■ https://natoma.ai

Uniform updates Scout DXP for humans and agents

May 21, 2026 /

Uniform, an agentic digital experience platform (DXP), announced a significant upgrade to its agentic AI, Scout. The release reflects a broader investment in what Uniform calls “dual-audience composition”: serving both the humans visiting a website and the AI agents acting on their behalf.

Uniform’s orchestration layer composes content, data, and commerce from across the technology stack and exposes it through surfaces both audiences can use: visual editing and personalization for human experiences, structured content models and MCP endpoints for agent consumption.

Five capabilities anchor the upgrade, each designed for a single operator to serve both human visitors and the AI agents:

Skills. Teams encode the brand voice, design system, audit criteria, and editorial standards as reusable instructions for Scout to follow automatically.

Third-party MCP server connectivity. Scout connects to any tool exposing a Model Context Protocol server, from Linear to Slack to analytics platforms.

Vector search across every entry, composition, and component. Natural language queries surface content by meaning, not keywords.

Expedited bulk operations. Describe a pattern in natural language, and Scout executes it across the entire content base in a single operation.

Autonomous mode and review mode. Every Scout action can run directly from the prompt or require approval.

https://www.uniform.dev

Gilbane Advisor 5-20-26 — HTML vs Markdown, humans vs agents

May 20, 2026 /

Featured articles from: Yanli Liu, and Jafar Sabbah & Oguz Acar.

Additional reading from: Ana Bildea, Nicolas Figay, Matt “TK” Taylor & Matt Kane, and Stanford University.

News from: CockroachDB, Aprimo, SAP, MongoDB. Also: All the news from Google I/O

Our next issue arrives 6/3/26.

All previous issues are available at https://gilbane.com/gilbane-advisor-index

Opinion / Analysis

Anthropic’s engineer said kill Markdown. Here’s what he actually meant.

HTML vs Markdown: Here’s the decision tree both sides needed.

Whether you followed all the back-and-forth last week about this topic, or not, Yanli Liu’s detailed and balanced piece, including relative costs analysis and decision tree suggestions make this a worthy a read. (10 min)

https://generativeai.pub/anthropics-engineer-said-kill-markdown-here-s-what-he-actually-meant-36bee00c0ca2

Research: Traditional marketing doesn’t work on AI shopping agents

This should not be the least bit surprising, but what to do about it turns out to be complex, and unfortunately, a lot of work. Jafar Sabbah & Oguz Acar’s research is a must read for marketers. (7 min)

https://hbr.org/2026/05/research-traditional-marketing-doesnt-work-on-ai-shopping-agents

More Reading

All Gilbane Advisor issues

Content Technology News

CockroachDB brings distributed SQL to IBM Power and IBM Cloud

Organizations can modernize incrementally, while establishing a flexible, distributed data foundation aligned to hybrid and multicloud strategies.
https://www.cockroachlabs.com/partners/ibm/

Aprimo unveils Interconnected Content Operations

Interconnected Content Operations help enterprise teams automate content workflows, improve asset discovery, streamline reviews, & connect digital assets.
https://www.aprimo.com/blog/interconnected-content-operations-in-action

SAP announces Autonomous Enterprise

The unified SAP Business AI Platform, deepens partnerships with Anthropic, Amazon Web Services, Google Cloud, Microsoft, NVIDIA and Palantir.
https://news.sap.com/2026/05/sap-sapphire-sap-unveils-autonomous-enterprise/

MongoDB releases MongoDB 8.3

The unified Data Platform delivers full text and vector search, native embeddings generation, persistent agent memory, and real-time operational data.
https://investors.mongodb.com/news-releases/news-release-details/mongodb-makes-enterprise-ai-production-ready

All content technology news

The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, data, web, and digital experience technology and information professionals. We publish recommended articles and content technology news. We do not sell or share personal data.

Subscribe | View online | Editorial policy | Privacy policy | Contact

CockroachDB brings distributed SQL to IBM Power and IBM Cloud

May 13, 2026 /

Cockroach Labs, the company behind CockroachDB, a cloud-agnostic, PostgreSQL-compatible system of record for modern applications, announced that CockroachDB will be available in the IBM Cloud catalog and supported on IBM Power processor-based server systems. This can give enterprises a direct path to adopt a distributed SQL database within IBM’s ecosystem and enable them to modernize mission-critical workloads while preserving existing investments in IBM Power infrastructure and IBM Cloud.

By combining IBM Power Systems and IBM Cloud with CockroachDB’s distributed architecture, organizations can modernize incrementally, extending existing systems while establishing a flexible, distributed data foundation aligned to hybrid and multicloud strategies.

CockroachDB, IBM clients can unify globally distributed transactions with AI-driven data access patterns on a single platform, enabling agentic-scale distributed applications without the constraints of legacy architectures.

This collaboration provides a scalable path to deliver modern, distributed SQL capabilities to enterprises worldwide through IBM channels. Customers can procure and consume CockroachDB within existing IBM Cloud agreements, including committed spend; streamlining procurement, simplifying vendor management, and aligning with established enterprise buying models. The offering also includes IBM-backed support, service-level agreements, and consistent operations across hybrid environments.

https://www.cockroachlabs.com/partners/ibm

SAP Unveils the Autonomous Enterprise

May 12, 2026 /

SAP introduced the Autonomous Enterprise to help enhance critical business workflows, so that humans and AI work together to meet the accelerating demands of global business profitably, strategically and safely.

The Autonomous Enterprise includes a unified AI platform for building, contextualizing and governing agents, an autonomous suite that executes core business operations and a new user experience that redefines how people work with enterprise software.

SAP Business AI Platform unifies SAP Business Technology Platform, SAP Business Data Cloud and SAP Business AI into a single, governed environment.

At its core is the SAP Knowledge Graph solution, which gives AI agents a structured map of business entities, processes and relationships across a customer’s SAP landscape. Joule Studio is SAP’s AI-first solution for building enterprise agents, applications and agentic workflows. Developers can build using the no-code, pro-code and AI frameworks of their choice on SAP-managed infrastructure.

SAP also introduced SAP Autonomous Suite, which enables SAP’s existing business applications with AI agents capable of running processes from start-to-finish. The suite will deploy 50+ domain-specific Joule Assistants across finance, supply chain, procurement, human capital management and customer experience. These assistants will automate processes by orchestrating a subset of over 200 specialized agents to execute tasks.

https://news.sap.com/2026/05/sap-sapphire-sap-unveils-autonomous-enterprise/

« Older posts

Policies

Contact

twitter   rss   Mastadon   Bluesky   Medium

Contact • customerservice@gilbane.com

© 2026 Bluebill Advisors (except for contributed posts which are licensed under creative commons)

Banner photos: Sakonnet Harbor, Little Compton, RI, Fort Point Channel, Summer St bridge, and Northern Ave bridge, Boston

Bluebill Advisors Inc logo

© 2026 The Gilbane Advisor

Theme by Anders Noren — Up ↑