Dharani · ESTIMATED-WATER EVIDENCE

AI Performance & Benefit Evidence

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

CURRENT FIELD STATUS

STALE

Last field telemetry: 2026-08-11T12:21:55.147340

The latest field sample is stale; historical evidence is assessed separately.

HISTORICAL EVIDENCE AVAILABILITY

Controlled optimisation history: UNAVAILABLE

Evidence period:: Unavailable
Last field telemetry:: 2026-08-11T12:21:55.147340
Data coverage:: Not calculable
Evidence class:: ESTIMATED

No persisted estimated-flow samples are available in the selected cloud-history window.

LOCAL MPPT RETAINS CONTROL

Water performance is estimated until direct flow instrumentation is available.

Pilot 1 controlled field evidence

Controlled optimisation aggregate unavailable

The presentation does not recreate or assume aggregate results when the authoritative history source is unavailable or incomplete.

OBSERVED PERFORMANCE

25.67 Hz · measured Fuji VFD frequency

AI OPPORTUNITY IDENTIFIED

Estimated water opportunity unavailable

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:: 2026-08-11 to 2026-08-11
Days with valid evidence:: 1/10
Coverage:: 10%

Date	Operating Hours	Observed Performance	Expected Performance	AI / Test Action	Outcome	Evidence Result
11 Aug 2026	—	25.67 Hz MEASURED Real Fuji VFD / local MPPT telemetry	— UNAVAILABLE AI advisory unavailable	ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL NOT APPLIED · ADVISORY	— UNAVAILABLE No current estimate Estimated water opportunity unavailable.	DATA REVIEW Why? / Evidence Frequency and available electrical signals come from real telemetry. Water flow and volume are ESTIMATED until direct flow instrumentation is available. The AI recommendation is ADVISORY ONLY. LOCAL MPPT RETAINS CONTROL; AI did not physically change frequency. AI recommendation ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL Actually executed? No What happened afterward? No qualifying before/after outcome evidence Data quality Telemetry is stale and unsuitable for a current benefit claim; water remains estimated. Confidence basis Supervisory advisory confidence only

Date

Operating Hours

Observed Performance

Expected Performance

AI / Test Action

Outcome

Evidence Result

11 Aug 2026

—

25.67 Hz

MEASURED

Real Fuji VFD / local MPPT telemetry

—

UNAVAILABLE

AI advisory unavailable

ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL

NOT APPLIED · ADVISORY

—

UNAVAILABLE

No current estimate

Estimated water opportunity unavailable.

DATA REVIEW

Why? / Evidence

Frequency and available electrical signals come from real telemetry.
Water flow and volume are ESTIMATED until direct flow instrumentation is available.
The AI recommendation is ADVISORY ONLY.
LOCAL MPPT RETAINS CONTROL; AI did not physically change frequency.

AI recommendation: ADVISORY ONLY · LOCAL MPPT RETAINS CONTROL
Actually executed?: No
What happened afterward?: No qualifying before/after outcome evidence
Data quality: Telemetry is stale and unsuitable for a current benefit claim; water remains estimated.
Confidence basis: Supervisory advisory confidence only

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.