What's solid, what's an estimate, and where to look before any of it goes outside EthicAI.
Selma's own material came first: the knowledge base, the Selma skill, the investor pack research notes, the build spec and the offline zone brief, along with selma.au. Six research streams then ran in parallel on 22 September 2026 (three more followed for Commercials Day: capex and grants, events and the waitlist, and investors): not-for-profits, development and the Indo-Pacific, government, SMEs, enterprise, and offline and solar feasibility. Each used public web sources, preferring 2025โ2026 primary documents, and tagged every figure with a confidence level.
Twenty headline claims (aid budgets, the OVIC end date, procurement thresholds, NFP survey figures, cloud prices, ABS counts, APRA and TPB guidance, hardware prices, language support and more) were re-checked against their primary sources after the site was built. All twenty were confirmed; five had wording tightened as a result.
Verified taken from a primary source (regulator, statistics agency, official price list) during this research.
Secondary reported by a reputable secondary source, a vendor-commissioned survey, or older data.
Estimate our own calculation or judgement, with working shown in the notes.
All prices are in Australian dollars, ex GST unless stated. US prices were converted at A$1.40โ1.52 per US dollar depending on the stream (the enterprise stream used the RBA rate of 18 September 2026, A$1.40). Treat conversions as approximate.
Each research stream hit its web search limit before finishing, so some items rest on general knowledge and are flagged. The biggest gaps:
The complete notes behind each page, with every source and confidence flag, are in the research folder next to this site:
| Source | Used for |
|---|---|
| ACNC 2024 Annual Information Statement data | NFP counts by sub-sector, revenue and staff |
| Infoxchange Digital Technology in the NFP Sector 2025 | NFP tech spend, AI use and barriers |
| DFAT ODA Budget Summary 2026-27 | Aid totals, country allocations, AI position |
| Lowy Pacific Aid Map 2025 | Donor shares in the Pacific |
| UNDP Small Island Digital States 2.0 | Pacific digital capacity and donor advice |
| OVIC DFFH investigation report | The Victorian child protection block and its end date |
| DTA AI policy v2 | Commonwealth AI obligations |
| Commonwealth Procurement Rules changes | A$125K threshold and SME preferences |
| ABS Counts of Australian Businesses | SME and enterprise counts |
| TPB(GS) 55/2026 | Tax practitioner AI obligations |
| APRA AI letter to industry | Financial services expectations |
| National AI Centre adoption insights | SME adoption and the 65% "human control" figure |
| LocalScore, RTX 5060 Ti | Selma's measured model speed |
| SolarSPELL offline AI | Pacific offline precedent |