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AI tools — grounded in the official figures only
What these tools will — and will not — do
Every AI answer on this site must cite the AMIS, PBS or government figure behind it, with its date. If the data is missing or stale, the tool says so instead of guessing. We do not claim AI can predict prices accurately. Any forecast is a confidence range, labelled as a model, with a not-financial-advice disclaimer — never a single guaranteed number, never “will reach Rs X”, never “guaranteed profit”.
AI daily market summary
Planned — first AI feature to ship
Every morning, about 150 words: what moved, by how much, in which cities, and the one official reason if any is published — Urdu first, English below, archived by date. Today's summary, from the figures on this site: Punjab mandis averaged Rs 4,546 per 40kg on 2 Nov 2026 (AMIS, latest release found 10 Nov), range Rs 3,363–5,640; atta averaged Rs 2,941.34 per 20kg bag in the week ended 5 Nov 2026 (PBS), down Rs 10.12 on the previous week. No new AMIS release was found today, so there is no new move to report — and this summary says so, rather than inventing one.
AI price explainer — “Why did wheat go up / down?”
Planned
Ask in Urdu, Roman Urdu or English; the answer comes back in the same language in 3–5 plain sentences, citing the specific official figures behind the move, with a link to each source line. Example answer, from today's figures: “Wheat is not up or down today on any new release — the latest AMIS Punjab release is still 2 Nov 2026 (average Rs 4,546 per 40kg). Atta fell Rs 10.12 per 20kg bag in the week ended 5 Nov 2026 (PBS). The government's Rs 4,500 per 40kg figure is an indicative price for the 2027 crop, not today's mandi price.”
Best-time signal — rule-based, with a disclaimer
Planned — v1, rule-based
A traffic-light signal per commodity and city, computed from transparent rules: price vs the 7/30-day average, distance from the Rs 4,500 indicative price, and the seasonal harvest pattern — each with the numbers shown. Today's signal, on the figures we have: no signal can be computed honestly yet, because we have only one full AMIS release in hand — a 7/30-day average does not exist yet. When the history accumulates, the signal will appear here with its method and the disclaimer: “An informational signal based on past prices — not financial advice, not a guaranteed prediction.”
Anomaly detector
Planned
Flags figures that don't add up — a mandi far outside the Punjab range (Rs 3,363–5,640 per 40kg), a price unchanged for many days (stale), or AMIS vs PBS vs a market report disagreeing sharply — with the conflicting numbers and dates shown side by side. On this site today it would flag one thing: the Rs 5 difference between the hub's Rs 4,551 and the Punjab page's Rs 4,546 average, which is explained in the footnote on the hub.
Full AI feature list and build order are in the site plan; the chatbot and 30-day forecasting bands are deliberately not shipped until the data pipeline, anomaly detector and daily summary are mature — and forecasting will only ever be a labelled range, never a single number.
Related pages
- Wheat price in Punjab today — the full Punjab mandi table
- Wheat price in Lahore — no AMIS mandi row published for Lahore; retail atta only
- Wheat price in Faisalabad — Rs 5,150 per 40kg (AMIS, 2 Nov 2026)
- Wheat price in Multan — no AMIS mandi row published for Multan; retail atta only
- Atta price in Pakistan — 20kg bag Rs 2,941.34 (PBS, week ended 5 Nov 2026)
- Wheat support price — Rs 4,500 per 40kg, indicative, 2027 crop
- Wheat price history — the verified anchor points only, no invented series