Skip to content

Topic

Enterprise AI Platforms

Category of software for building, deploying, governing and monitoring AI models and agents in business, offered by cloud, SaaS and data vendors.

Current stories

productOne report1 publisher

Kore.ai's Autoloop grades every change to a live AI agent against all of a team's goals at once

Kore.ai's Autoloop keeps retuning AI agents after launch, and the company cites its own survey in which 79% of enterprises had reversed an agent's action. For the teams running those agents, the useful piece is a check that scores each change against all of their goals together.

Publishers:siliconangle.com

Reality

Evidence30
Adoption12
Hype gap+35
Incentives78
Confidence35
productOne report1 publisher

Dataiku sells an agent inventory to the nine in 10 CIOs who say they already have one

Dataiku ships Agent Management in October with connectors into Salesforce, AWS, Microsoft and Google agent runtimes, metered per agent monitored. The bill grows with every agent the inventory turns up.

Publishers:siliconangle.com

Reality

Evidence44
Adoption10
Hype gap+34
Incentives84
Confidence54
leadershipOne report1 publisher

Unsanctioned AI use outruns monitoring by better than two to one in Mindgard's survey

A Microsoft education partner argues the evaluation window is itself the exposure window, citing a survey in which most security professionals knew or suspected unapproved AI use. The test he proposes is one conversation with the CIO or CISO and four document requests.

Publishers:forbes.com

Reality

Evidence42
Adoption61
Hype gap+30
Incentives82
Confidence41
buildOne report1 publisher

SAP puts n8n's workflow canvas inside Joule Studio's SAP-hosted runtime

SAP is folding n8n's visual canvas into Joule Studio so multi-agent flows run on an SAP-hosted runtime with SAP's own governance and observability, and general availability is anticipated in Q3 2026.

Publishers:dev.to

Reality

Evidence30
Adoption
Not scored
Hype gap+35
Incentives70
Confidence28
buildOne report1 publisher

Foundry's Toolbox pins the MCP allow-list that a server can otherwise redefine at any time

MCP's discoverability puts the tool schema and the description text on the server side of the connection, so Foundry's Toolbox holds the credentials and the allow-list that decide what an agent accepts.

Publishers:dev.to

Reality

Evidence32
Adoption38
Hype gap+14
Incentives62
Confidence44
productOne report1 publisher

Red Hat's AutoRAG preview turns chunking and embedding choices into a scored search

The upcoming technical preview in Red Hat OpenShift AI 3.5 runs the combinations and compiles the winner into a deployable pipeline. The test data and the metric it scores against are still yours to supply.

Publishers:redhat.com

Reality

Evidence34
Adoption
Not scored
Hype gap+30
Incentives86
Confidence55
buildOne report1 publisher

Salesforce puts a control plane above the harnesses that actually run its agents

Salesforce put Data 360, Informatica, MuleSoft, Tableau, Agentforce and Guardian under one new control plane on Thursday. The loops that run agents inside its own tools still belong to Mastra and the Claude Agent SDK.

Publishers:thenewstack.io

Reality

Evidence42
Adoption15
Hype gap+40
Incentives75
Confidence55
buildOne report1 publisher

Red Hat AI 3.5 puts a priority ranking in front of every shared GPU request

The release promises hardware-to-software isolation and priority-aware scheduling on shared GPU infrastructure. The account of it describes the properties an operator gets without naming the mechanism that enforces them.

Publishers:thenewstack.io

Reality

Evidence26
Adoption10
Hype gap+38
Incentives78
Confidence35
productOne report1 publisher

Google's legal AI play is a connector list, and Harvey is on it

Gemini Enterprise for Legal plugs into iManage, NetDocuments, RelativityOne and two rival assistants. What Google is actually selling is the governance layer, not the drafting.

Publishers:thenextweb.com

Reality

Evidence34
Adoption26
Hype gap+16
Incentives71
Confidence41
buildOne report1 publisher

Gemini 3.7 Flash goes GA on one model layer, and that is the actual news

Google put the same 3.7 Flash behind its API, Vertex, Gemini Enterprise and AI Mode in Search on August 13. The payoff is fewer evaluations to run, not a new capability tier.

Publishers:dev.to

Reality

Evidence42
Adoption38
Hype gap+14
Incentives68
Confidence36