Dharani · ESTIMATED-WATER EVIDENCE

AI Performance & Benefit Evidence

Measured performance, AI-identified opportunity, actions and verified outcomes.

CURRENT FIELD STATUS

ONLINE

Last field telemetry: 2026-09-11T10:14:41.540000

Current field telemetry is reachable and fresh.

HISTORICAL EVIDENCE AVAILABILITY

Estimated-water history: AVAILABLE

Evidence period:: 2026-09-01 to 2026-09-11
Last field telemetry:: 2026-09-11T10:00:00+00:00
Data coverage:: 185 persisted estimated-flow samples
Evidence class:: ESTIMATED

Existing ThingsBoard/cloud history remains available independently of current gateway status. Historical water remains ESTIMATED.

LOCAL MPPT RETAINS CONTROL

Water performance is estimated until direct flow instrumentation is available.

OBSERVED PERFORMANCE

0 Hz · measured Fuji VFD frequency

AI OPPORTUNITY IDENTIFIED

0 LPM estimated water context

VERIFIED AI BENEFIT

NOT YET ESTABLISHED

Last 10 Days — Benefit Evidence

Up to 10 recent calendar days supported by authoritative history. Missing days are not fabricated.

Evidence period:: 2026-09-02 to 2026-09-11
Days with valid evidence:: 10/10
Coverage:: 100%

Date	Operating Hours	Observed Performance	Expected Performance	AI / Test Action	Outcome	Evidence Result
11 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 20 persisted estimated-flow samples normalized for this day.
10 Sept 2026	—	7.93 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	7.93 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 9 persisted estimated-flow samples normalized for this day.
9 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 25 persisted estimated-flow samples normalized for this day.
8 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 25 persisted estimated-flow samples normalized for this day.
7 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 13 persisted estimated-flow samples normalized for this day.
6 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 25 persisted estimated-flow samples normalized for this day.
5 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 7 persisted estimated-flow samples normalized for this day.
4 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 26 persisted estimated-flow samples normalized for this day.
3 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 6 persisted estimated-flow samples normalized for this day.
2 Sept 2026	—	0 LPM ESTIMATED ThingsBoard/cloud normalized history; daily average of persisted estimated-flow samples	— UNAVAILABLE No historical AI advisory paired to this flow series	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	0 LPM ESTIMATED Persisted estimated-flow history Historical water context remains estimated; it is not a measured or verified benefit.	OBSERVED Why? / Evidence This row comes from existing ThingsBoard/cloud history. Water remains ESTIMATED because no direct flowmeter is connected. LOCAL MPPT RETAINS CONTROL; no AI execution is inferred. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality 22 persisted estimated-flow samples normalized for this day.

Evidence classifications

MEASURED: Direct field sensor, VFD or RMS telemetry.
MODELLED: Calculated from an existing trained or authoritative model.
ESTIMATED: Indirectly calculated because direct instrumentation is absent.
VERIFIED: Outcome supported by an executed intervention and before/after evidence.
DATA REVIEW: Anomaly, inconsistency or insufficient data makes the result unsuitable for a benefit claim.
UNAVAILABLE: Required evidence does not exist.

Opportunity is never counted as verified benefit unless an intervention was executed and supported by before/after outcome evidence.