Skip to content

Topic

Proprietary data, integration and governance

Grounding agents in email, CRM, logs, transactions and workflow data as the claimed source of durable advantage.

Current stories

buildOne report1 publisher

Enigmata says its encrypted training beats plaintext by 8 to 10 percent

Enigmata's $6.5 million seed from Blockchange Ventures funds a cryptographic transform that standard machine-learning pipelines are meant to consume unchanged, with the accuracy and speed figures coming from the company's own unpublished tests.

Publishers:runtimewire.com

Reality

Evidence30
Adoption10
Hype gap+45
Incentives80
Confidence58
buildConfirmed3 publishers

A bankrupt airline just set the public price for "how we actually worked": $10M, now $12.5M

Micro1's late $12.5 million topping bid for Spirit Airlines' internal records puts a number on operational archives. Every company with decades of email now has a valuation problem and a consent problem.

Perspective Coverage

3 publishers
Builder
Builder 30%
Operator
Operator 35%
Investor
Investor 35%

Reality

Evidence68
Adoption34
Hype gap+26
Incentives64
Confidence62
productOne report1 publisher

Cloudera bets the agentic AI bottleneck is where the data sits, not which model runs

Anywhere Cloud promises governed agent access to data in public cloud, on-prem, sovereign and edge environments. The supporting evidence is Cloudera's own survey, and no pricing or customers are disclosed.

Publishers:siliconangle.com

Reality

Evidence22
Adoption
Not scored
Hype gap+45
Incentives82
Confidence33
productOne report1 publisher

Salesforce turns 200-plus Data 360 APIs into MCP endpoints, and governance into a grant decision

Headless Data 360 for MCP lets agents call Salesforce data APIs directly. The integration work shrinks; the question of who is allowed to grant that access does not.

Publishers:siliconangle.com

Reality

Evidence30
Adoption18
Hype gap+42
Incentives76
Confidence36
productOne report1 publisher

When the agent does the work, the seat stops being a price

Investors at UBS's Venture Capital Summit expect surviving SaaS firms to drop seat-based economics. Product leaders now have to defend renewals on outcomes they can actually measure.

Publishers:ubs.com

Reality

Evidence24
Adoption
Not scored
Hype gap+42
Incentives74
Confidence34