Prototype an energy-use recommendation service
Use consumption patterns to identify energy-management opportunities for building operators.
How this works
Use consumption patterns to identify energy-management opportunities for building operators.
Prototype an operator review of energy patterns rather than an autonomous building-control system. Relate consumption to occupancy, weather and operating schedules where available, and distinguish a data anomaly from a real efficiency opportunity.
Before you start
Defined operating scope
Building operators have meter history and operating constraints for a limited energy-use review.
Required source material
Obtain Usage history; Operating constraints. If connectors are unavailable, use authorized files with the same fields.
Decision and exception rules
A cumulative meter resets. Correct interval calculation from verified reset information or mark the interval invalid.
Prepare the inputs
- meter_series
- Required
Timestamped readings and units
Identify cumulative versus interval measurements.
- building_schedule
- Required
Occupancy and operating hours
Record exceptional events and closures.
- operating_limits
- Required
Comfort, safety and equipment constraints
Use owner-approved limits.
- context_series
- Required
Weather or other relevant drivers
Mark missing context and alignment limits.
Implementation, step by step
Establish the working record
- Confirm the selected records, effective versions and responsible owner.
- Check meter_series, building_schedule, operating_limits, context_series before beginning. Record the source version and the selected scope; an unavailable value stays unknown rather than becoming an inferred fact.
Checkpoint: The input record identifies the selected meter_series and any missing required fields.
Validate the meter data
- Validate timestamps, units, gaps and meter resets before calculating interval usage.
- Check meter units, interval lengths and resets before comparing consumption.
Checkpoint: A saved intermediate result for: Validate the meter data.
Identify patterns and candidate changes
- Compare comparable operating periods and identify unusual baseload or schedule patterns with alternative explanations.
- Compare only periods with sufficiently understood occupancy and operating conditions.
Checkpoint: A saved intermediate result for: Identify patterns and candidate changes.
Have an operator review recommendations before testing
- Prepare bounded recommendations for an operator to review, including expected observation, constraints and a reversible trial plan.
- Check meter units, interval lengths and resets before comparing consumption.
Checkpoint: A saved intermediate result for: Have an operator review recommendations before testing.
Reconcile the proposed result
- Check meter units, interval lengths and resets before comparing consumption.
- Compare only periods with sufficiently understood occupancy and operating conditions.
Checkpoint: The listed discrepancies have a named reviewer or an explicit unresolved status.
Package the result and unresolved work
- This is a concept adaptation; protect comfort, safety and operational requirements.
- This is a concept-stage recommendation service, not verified energy savings.
Checkpoint: An energy-opportunity review. Unresolved items remain visible in the review record.
Decisions along the way
A cumulative meter resets.
Correct interval calculation from verified reset information or mark the interval invalid.
Occupancy or weather differs materially.
Avoid attributing consumption differences solely to operating changes.
A recommendation could compromise safety or comfort.
Reject autonomous control and request qualified operator assessment.
What you will produce
building-energy-opportunity-review-result.json
JSONAn energy-opportunity review. Label proposed and completed states separately.
Include: building_id · period · validated_usage · pattern · context_gaps · operator_question · trial_proposal · status · evidence_reference · review_note
building-energy-opportunity-review-review.md
MarkdownKeep the evidence and unresolved decisions needed to apply this result, including exceptions involving context_series.
Include: source_reference · question · owner · next_action
Check the result
- Check meter units, interval lengths and resets before comparing consumption.
- Compare only periods with sufficiently understood occupancy and operating conditions.
- Inspect meter_series and building_schedule in both the original and output; confirm that record identity and interpretation survived the transformation.
- This is a concept adaptation; protect comfort, safety and operational requirements.
When something goes wrong
A cumulative meter resets.
Correct interval calculation from verified reset information or mark the interval invalid. Retain the affected evidence and recovery status.
Occupancy or weather differs materially.
Avoid attributing consumption differences solely to operating changes. Retain the affected evidence and recovery status.
A recommendation could compromise safety or comfort.
Reject autonomous control and request qualified operator assessment. Retain the affected evidence and recovery status.
A worked example
SYNTHETIC EXAMPLE · NOT A REPORTED BUSINESS RESULT
Request
Prototype an energy-use recommendation service for the following bounded example; prepare the result for review.
Inputs
Synthetic example: Building B-2 shows 8 kWh each hour overnight for five nights, but one meter gap is followed by a large cumulative reading. Occupancy is unknown on one night.
Expected result
Synthetic expected result: Flag the consistent overnight baseload for review, exclude the invalid interval and request occupancy context. Suggest inspecting scheduled equipment, not automatically turning it off.
Run a small pilot
Start small
Trial a representative batch containing the ordinary case and the exception demonstrated above.
Record the baseline
Record current preparation time, review effort and correction types for the same records.
Agree success criteria
Agree acceptable review and error limits; measure operator-validated opportunities; weather-adjusted consumption and comfort exceptions in a bounded test.
Stop or revise
A recommendation could compromise safety or comfort. Pause affected records and apply this recovery: Reject autonomous control and request qualified operator assessment.
Keep the scope clear
- This is a concept-stage recommendation service, not verified energy savings.
- Qualified operators control equipment and protect comfort, safety and service requirements.
Check before using
This is a concept adaptation; protect comfort, safety and operational requirements.
Business activities
- Review business performance
- Inspect and maintain physical assets
FROM A RECIPE TO YOUR WORKFLOW
Bring the company context together.
This workflow needs reliable inputs before it needs a better prompt. Moat8 Vault brings working information into a readable archive for the AI tools you use.
For this recipe: Usage history · Operating constraints
Start with one recurring task, agree which sources to use, and review the first result with your team.
Discuss this workflow