How agriIQ Works

Every morning, agriIQ's automated pipeline fetches the latest data from 18 Australian government and industry sources — ABARES, BOM, RBA, ABS, DAFF, MLA, AWI, NOAA, NASA FIRMS, SILO, DPIRD, DEA, and more. Each source has a dedicated ingester that handles API formats, data validation, and error recovery.

Sources publish on varying schedules (some daily, some weekly, some monthly). agriIQ fetches every source daily and uses the latest available data.

Seven condition dimensions are scored 0-100 using transparent, documented methodology. Each dimension draws from specific data sources and normalises raw data against historical ranges.

Scores of 60 or above are rated green (favourable), 40-59 amber (mixed), and below 40 red (challenging). A composite score averages all seven dimensions. 57 SA4 sub-regional scores are calculated from local rainfall, soil moisture, and climate data.

Claude (by Anthropic) analyses the fresh data to generate approximately 98 AI narratives covering national overview, lending risk, 8 commodity outlooks, 8 farm impact analyses, 8 lender considerations, 8 forward outlooks, 7 regional summaries, and 57 SA4 sub-regional analyses.

Narratives are generated in four batches across separate serverless functions. Each narrative interprets the underlying data — it does not fabricate figures. All AI-generated content is clearly labelled.

Portfolio risk scores are recalculated against the new conditions data. Each exposure is scored using regional and commodity dimensions. Concentration risk (HHI) is updated. Proactive alert rules are evaluated.

Team, Pro, and Enterprise users with active portfolios receive email alerts if any configured threshold has been crossed — dimension red zones, price drops, concentration risk changes, or biosecurity events.

Log in to a unified view of Australian agriculture. Composite score, seven dimension cards, interactive map, commodity prices, regional drill-down, AI narratives, and portfolio context — all updated with that morning's data.

The weekly conditions digest email is sent every Monday morning. Everything on the dashboard is current as of that day's pipeline run.

Generate loan conditions assessments, lending conditions packs, risk briefs, and borrower briefs from live data. Ask Dale for deeper analysis. Run stress-test scenarios. Compare portfolio concentration against national benchmarks.

All reports are generated on demand from the latest scored data. PDFs are produced server-side in seconds.