Why a basket, and why the crowd carries it
AnHarga's shape traces to a law that can't be aimed, a ministry portal that proved the appetite, an aid programme calibrated on blind spots, a survey cadence that can't see districts — and a decade of crowd-sensing pilots whose autopsies wrote this product's rules.
Honest status · designed
The findings below are real and cited. The product is designed, not yet running — the evidence floor is what a ministry tender would be built on, not a claim of traction.
What the record actually says
One unaimable law, one precedent portal, one targeting gap, one survey blind spot, one pilot literature — and the privacy regime that decides which pattern survives.
Malaysia already has anti-profiteering law — and no way to aim it
The Act gives ministry officers real teeth against unjustified price rises during controlled periods. What it does not give them is density: inspections sample the outlets someone chose to visit. Off the coast of evidence, enforcement becomes theater — and the ministry knows it. AnHarga exists to make an existing law workable, not to invent a new mandate.
Price Control and Anti-Profiteering Act 2011 · KPDN enforcement
The ministry already believes in price transparency — it published its own
eHarga proved the political appetite: a government price dashboard, publicly browsable, ministry-run. Its limit is supply — periodic officer-published snapshots at chain-store coverage, missing the pasar, the kedai runcit and the 60% of purchases that happen there. The crowd network doesn't compete with eHarga; it's the update mechanism it never had.
KPDN eHarga portal · official price comparison platform
Billions in targeted aid move on cost-of-living numbers measured monthly, nationally, never locally
Cash-aid programmes calibrate against a national basket whose regional reality can diverge by double digits — the same RM20 that buys a week of chicken in one district buys four days in another. A weekly, district-level crowd index turns 'targeted' from a budget line into a measurable claim.
Sumbangan Asas Rahmah (SARA) · RM100–200 monthly aid rails, BPH basket
The CPI is excellent science and structurally blind where politics lives
Establishment price surveys trade granularity for rigour: monthly national series, huge sample discipline, no weekly Sabak Bernam chicken read. The complement is a high-frequency crowd signal held to published confidence floors — a companion series, explicitly not a replacement, which is the only posture Statistics will partner with.
DOSM Household Expenditure Survey cadence · BPH companion index
Crowd-sourced price networks, done with floors, beat trained enumerators per ringgit
Where governments have piloted crowd pricing, the finding repeats: with verification and aggregation discipline, crowd panels track official series tightly and catch local shocks weeks earlier. The failure mode in every abandoned pilot is identical — unverified single observations surfaced as fact. The design answers the autopsy.
BLS Price Rocket pilot (US) · billion-price-point crowd studies (MIT PriceStats lineage)
The privacy law now makes the careful architecture the only architecture
Mandatory breach notification and RM1M-class penalties mean a ministry-linked vendor hoarding individual shopping photos is carrying everyone's worst quarter. Sightings resolved to floored cohorts — item, place, week, band — with receipts held in the vault and never published is the pattern that survives both the regulator and the first hostile parliamentary question.
PDPA Amendment Act 2024 · cohort-floor doctrine (Masrif lineage)
So AnHarga is built this way
One ministry per instance
AnHarga signs with KPDN. Nothing crosses to Finance, Agriculture or Statistics — not by contract clause, by schema. Every other agency's price interest is a separate product deployment, separately won.
Contributors get the dashboard
People who build the index browse it free, visibly, forever. Civic reciprocity is the retention engine — and the public mirror of the licensed depth KPDN buys.
Merchant supply is opt-in and revocable
Ground-truth feeds come from stores that chose to publish floored bands, revocable per outlet per week. No scraped shelf, no silent merchant profile — the feed stays dense because it stays willing.
Receipts notarise, never publish
A receipt upgrades a sighting's confidence tier inside the vault and appears outside it only as movement in a band. The proof and the publication are different objects — that gap is the whole compliance story.
Index points, ministry convicts
The product outputs bands, deltas and confidence. Enforcement remains human ministry judgment on ministry-gathered evidence — AnHarga's authority depends on never pretending to be a verdict.
Confidence is a published column
Every regional cell carries its sample depth and fabrication-adjusted score, visible to the minister and the shopper alike. An index that hides uncertainty gets used as a weapon; this one stays a measuring instrument.
The Malaysian numbers
The sensor network already exists, already at the shelf, currently unlistened-to. AnHarga is ten seconds of their attention, returned as a dashboard they asked for.
The legal mandate isn't the bottleneck; the evidence supply is. One ministry already owns the authority to act on a price index the day it exists.
Targeting money is calibrated on numbers that can't see districts. A weekly regional basket is the cheapest upgrade available to a cost-of-living ministry.
Item, place, week, band — cohorts of thousands or nothing. The floor isn't a policy on the roadmap; it's the construction the first tender will be legally reviewed against.
The honest gaps
Designed, not yet running
AnHarga is a designed product, deliberately last in the pilot order. No national crowd price index is live today; the figures on this site are shapes, not measurements.
No real screenshots
Every mockup here is labelled 'design reference · not a capture'. There is no shopper app in the field to photograph, and we will not fake one.
The opening offer
What is credible now is a state-level reference deployment — one KPDN directory, one state basket — won with a ministry champion and enough report density.
Snap the tag. Verify the receipt. Give enforcement aim.
AnHarga is designed, and deliberately last in the pilot order — it needs report density and a ministry champion before a tender is credible. The opening offer is a state-level reference deployment: one KPDN directory, one state basket. Enquiries are welcome today.