home

Data Platform Agents — operations

Agents that run a Fabric data-platform engagement end to end: discovery turns stakeholder conversations into a cited requirements catalogue, modelling turns the catalogue into a dimensional design, build ships the tables. This console is where you watch them do it.
DISCOVERYMODELLINGBUILD
4
runs scored
end-to-end agent runs
7%
avg golden match
structural accuracy vs golden
100%
traps passed
behavioural checks
133
items under management
catalogue items across engagements
100%
citation coverage
items backed by a verbatim citation
37
needs a human
open questions · approvals · high DQ

Needs a humanthe queue only a person can move

typeitemengagement
open questionOQ-001 What is the authoritative business definition of like-for-like sales for the trading pack?kingsway
open questionOQ-002 What exact revenue, margin, and discount definitions should be used so outputs match management accounts?kingsway
open questionOQ-003 What source or business rule should be used to repair the current margin-report failure when clearance lines hkingsway
open questionOQ-004 Should revenue for the pack include or exclude card fees and supplier funding, per Finance's view?kingsway
open questionOQ-005 How should like-for-like treat store closures and refits in addition to the fifty-two-week rule?kingsway
open questionOQ-006 Who owns the product hierarchy: trading or merchandising?kingsway
open questionOQ-007 Should supplier-funded markdown be netted off margin, and what is the exact treatment Finance requires?kingsway
open questionOQ-008 How should the model handle the known orphan store Croydon, which exists in StockRoom but is missing from the kingsway
+ 29 more

Catalogues being builtlive state per engagement

engagementitems draft → confirmed → approvedcitedopen Qs
Kingsway Retail Group
agent-built (run kingsway-2026-07-12-discovery-gpt54)
109
draft 109 · confirmed 0 · approved 0
100%12
Meridian Capital
reference catalogue
24
draft 5 · confirmed 15 · approved 2
100%3

Agent healthper-stage outcomes across all runs · questionnaire ≈ 84.7s · transcript ≈ 95.2s · email ≈ 96.5s

stageokfailedsuccess
catalog-maintain131
93%
normalize140
100%
extract140
100%
contradiction-find140
100%
decision-track130
100%
sync-decision-index130
100%
gap-analyse130
100%

Recent runs

rungolden matchtrapsverdict
kingsway-2026-07-12-modelling-from-discovery
azure_openai · 2026-07-12T22:34
0%0/0diverges
kingsway-2026-07-12-modelling-golden
azure_openai · 2026-07-12T22:33
29%0/0golden match
kingsway-2026-07-12-discovery-gpt54
azure_openai · 2026-07-12T22:17
0%6/6diverges
kingsway-2026-07-10-gpt54
azure_openai · 2026-07-10T12:26
0%6/6diverges