Section 01
Where the problem happens
Define the service failure before selecting infrastructure.
Technology can produce dashboards without reliable calibration, response teams or maintenance.
Automated decisions can create billing, access or safety errors.
Required local context
Record state, district, city/block, village/ward or supply zone; season and date; source or asset; affected users; observed service; measurement or sample method; photo/document where safe; and uncertainty. Never imply 100-metre accuracy unless the evidence genuinely supports it.
Data reference table
Evidence Snapshot
Read each value with its reporting period, population and limitations. A historical national reference is not a local baseline or proof that an IFT proposal works.
5 measurement records still need data and a review of their relevance.
| Signal | Reference Value | Period / Population | How to Read It | Source Status |
|---|---|---|---|---|
| Detection accuracy | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| False alerts | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Alert-to-action time | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Device uptime | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Lifecycle cost | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
Different surveys, administrative records, estimates and reporting years are not interchangeable. No combined IFT score is calculated from these rows.
Evidence coverage and review log (CSV) · Structured evidence register (JSON)
Section 02
Why the problem happens
Test the full source-to-service chain.
Procurement before use-case definition
Treat this as a hypothesis until records, field observation, seasonal evidence and credible alternatives are checked.
Sensor drift and connectivity gaps
Treat this as a hypothesis until records, field observation, seasonal evidence and credible alternatives are checked.
Vendor-locked data
Treat this as a hypothesis until records, field observation, seasonal evidence and credible alternatives are checked.
Alerts lack operational ownership
Treat this as a hypothesis until records, field observation, seasonal evidence and credible alternatives are checked.
Section 03
How the parts work together
Components that must work together.
Smart meters and flow sensors
Define the responsible actor, operating standard, input, handoff, maintenance requirement, failure trigger and evidence record.
Quality and pressure sensing
Leak detection
Satellite and GIS data
Groundwater and weather sensors
AI forecasts, digital twins and alerts
Section 04
A solution suited to India
Match intervention to hydrogeology, settlement and service capacity.
Define decision, accuracy and response SLA first.
Calibrate, audit and flag missing data.
Use open exports and human review.
Budget device lifecycle, security and field verification.
Decision checks
Safety; Water balance; Affordability; Equity; Operations; Ecology; Climate risk; Accountability
Section 05
Roadmap
Diagnose, protect, pilot, measure and institutionalise.
- 0–90 DAYS
- Verify & protect
Confirm the location, affected users, service chain, immediate health or safety risk, responsible agency and existing evidence.
- 3–18 MONTHS
- Controlled pilot
Instrument one bounded network problem and measure detection-to-repair improvement against manual practice.
- 1–5+ YEARS
- Durable system
Fund operations, preventive maintenance, skilled teams, monitoring, public reporting, correction pathways and independent evaluation.
Section 06
Results
Measure service and outcomes—not assets alone.
KPI 01
Detection accuracy
Baseline · target · actual · unit · source · period · distribution
KPI 02
False alerts
Baseline · target · actual · unit · source · period · distribution
KPI 03
Alert-to-action time
Baseline · target · actual · unit · source · period · distribution
KPI 04
Device uptime
Baseline · target · actual · unit · source · period · distribution
KPI 05
Lifecycle cost
Baseline · target · actual · unit · source · period · distribution
Section 07
Risks and protections
Water interventions can transfer risk across people, places and time.
- Risk: Faulty billing
Prevention · accountable owner · trigger · remedy - Risk: Cyberattack
Prevention · accountable owner · trigger · remedy - Risk: Automation replacing judgement
Prevention · accountable owner · trigger · remedy
