Dell is adding a semantic layer and knowledge graph to its AI Data Platform for AI agents, with both due in the first half of 2027. Dell says agents now burn tokens on every query piecing together answers that should already exist.
Perspective Coverage
3 publishers
- Builder
- Builder 38%
- Operator
- Operator 45%
- Investor
- Investor 17%
Reality
- Evidence45
- Adoption5
- Hype gap+35
- Incentives80
- Confidence60
buildConfirmed2 publishers Microsoft made Fabric IQ the default business context for Microsoft 365 Copilot at FabCon Barcelona and opened it to outside agents over MCP. The metric definitions teams keep in Power BI semantic models now shape what those agents answer.
Reality
- Evidence60
- Adoption35
- Hype gap+20
- Incentives80
- Confidence60
CData's gateway holds AI agents to each user's own row and column permissions
CData's Connect AI Gateway, now in early access, holds AI agents to each user's own permissions down to specific rows and columns. Teams deploying agents can now buy that control, though the accuracy claims behind it come from CData's own tests.
Reality
- Evidence35
- Adoption8
- Hype gap+35
- Incentives70
- Confidence40
buildOne report1 publisher Data agents need dated, approved metric versions to answer historical revenue questions
Data agents must resolve each metric by version and effective date, a dev.to post argues, using a Revenue v3-to-v4 redefinition as its test case. Otherwise a Q1 question asked in September gets whatever definition the registry happens to hold that day.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence45
buildOne report1 publisher Answer lineage pins the certified metric version behind a disputed EUR 18.6M
A dev.to post argues that logging prompts, SQL and latency cannot show how an agent read the question, and proposes eight append-only events running from resolved intent to final answer. It works if your metrics are already governed.
Reality
- Evidence42
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence55
buildOne report1 publisher Text-to-SQL demos test the one part of the job that stopped being hard
A buyer's checklist published on dev.to puts accuracy measurement and permission enforcement ahead of the live demo, and every question on it comes with a test you can run inside the meeting. Its author sells in the category.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+15
- Incentives75
- Confidence45
Three tools, three MRR numbers: the fix is a metric definition, not a better model
PostHog asked Claude, Cursor and its own assistant the same revenue question and got three answers. Its remedy was a governed catalog of definitions stored as ordinary SQL tables.
Publishers:posthog.com
Reality
- Evidence34
- Adoption21
- Hype gap+22
- Incentives78
- Confidence42