Dharani · ESTIMATED-WATER EVIDENCE

AI Performance & Benefit Evidence

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

CURRENT FIELD STATUS

ONLINE

Last field telemetry: 2026-11-10T06:28:54.581000

Current field telemetry is reachable and fresh.

HISTORICAL EVIDENCE AVAILABILITY

Estimated-water history: AVAILABLE

Evidence period:: 2026-11-01 to 2026-11-10
Last field telemetry:: 2026-11-10T06:00:00+00:00
Data coverage:: 112 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:: 2026-11-01 to 2026-11-10
Days with valid evidence:: 10/10
Coverage:: 100%

Date	Operating Hours	Observed Performance	Expected Performance	AI / Test Action	Outcome	Evidence Result
10 Nov 2026	—	1.73 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	1.73 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 12 persisted estimated-flow samples normalized for this day.
9 Nov 2026	—	3.25 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	3.25 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 15 persisted estimated-flow samples normalized for this day.
8 Nov 2026	—	53.33 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	53.33 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 2 persisted estimated-flow samples normalized for this day.
7 Nov 2026	—	1.83 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	1.83 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 11 persisted estimated-flow samples normalized for this day.
6 Nov 2026	—	6.05 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	6.05 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 11 persisted estimated-flow samples normalized for this day.
5 Nov 2026	—	1.64 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	1.64 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 17 persisted estimated-flow samples normalized for this day.
4 Nov 2026	—	1.03 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	1.03 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.
3 Nov 2026	—	3.58 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	3.58 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 11 persisted estimated-flow samples normalized for this day.
2 Nov 2026	—	1.47 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	1.47 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.
1 Nov 2026	—	8.41 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	8.41 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.

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.