All topicsSTATE OF AI REPORT. 2022

The 2022 forecasts, in their original form

The forecasts anticipated further model and data scaling, generative audio, investment, and the governance of powerful AI labs. These are historical forecasts made at publication, not new predictions or retrospective claims of success.

Questions in this section

What did the 2022 report predict?Are these predictions graded on this page?What did the report predict about scaling beyond Chinchilla?What adoption threshold was set for generative audio tools?What investment threshold appeared in the big-tech forecast?What outcome did the report foresee for a semiconductor startup?What did the AI-alignment funding forecast specify?Why did user-generated content appear in the predictions?

The original conditions define the call

The report published 9 predictions for the next twelve months. Several combined a technical or commercial development with a threshold, deadline, or named group of organizations. Those details matter: an event that meets only part of a prediction should not silently count as the whole outcome.

The original conditions define the call - 2022 report, slide 108
The original conditions define the call. 2022 report, slide 108 (PDF page 108)

Keep forecasts separate from later grading

The complete list below preserves the wording of the original report, with PDF line breaks removed. The predictions scorecard provides subsequent assessment separately. This archive keeps the original publication-time claim visible so readers can compare it with later evidence.

The forecasts anticipated changes around model development

The list included training-data scale, developer uptake, financing, semiconductor valuations, and commercial access to user-generated content. These claims made the report’s view of the next year broader than model benchmarks alone. Each retained its own threshold, actor, and time condition for later assessment.

The nine forecasts, as published

  1. A 10B parameter multimodal RL model is trained by DeepMind, an order of magnitude larger than Gato.
  2. NVIDIA announces a strategic relationship with an AGI focused organisation.
  3. A SOTA LM is trained on 10x more data points than Chinchilla, proving data-set scaling vs. parameter scaling
  4. Generative audio tools emerge that attract over 100,000 developers by September 2023.
  5. GAFAM invests >$1B into an AGI or open source AI company (e.g. OpenAI).
  6. Reality bites for semiconductor startups in the face of NVIDIA’s dominance and a high profile start-up is shut down or acquired for <50% of its most recent valuation.
  7. A proposal to regulate AGI Labs like Biosafety Labs gets backing from an elected UK, US or EU politician.
  8. >$100M is invested in dedicated AI Alignment organisations in the next year as more people become aware of the risk we are facing by letting AI capabilities run ahead of safety.
  9. A major user generated content site (e.g. Reddit) negotiates a commercial settlement with a start-up producing AI models (e.g. OpenAI) for training on their corpus of user generated content.

2022 report, slide 108 (PDF page 108). See the predictions scorecard for subsequent grading.

Evidence you can use

Predictions in the 2022 report

Historical snapshot: October 2022. Dates and populations are specified per row.

Predictions in the 2022 report
MeasureReported valueDefinition and source
Number of original forecasts9Count of the numbered predictions on the source slide.2022 report, slide 108 (PDF page 108)
Forecast horizonNext 12 monthsHorizon stated on the original prediction slide.2022 report, slide 108 (PDF page 108)

Forecasts are prospective statements, not observed results. Preserve every threshold, named condition, and time window when grading. Original spelling is retained; PDF line wrapping and typographic ligatures are normalized.

Frequently asked questions

Sources and dates

Historical snapshot published October 11, 2022. This web edition was prepared on 2026-10-11 from the online deck and original launch posts. Findings and forecasts retain their original time frame.

  1. 2022 report, slide 108 (PDF page 108)Original 2022 report. Printed slide numbers match PDF pages.
  2. State of AI Report 2022: online slides
  3. Air Street Press launch essayOctober 11, 2022.
  4. Welcome to State of AI Report 2022Original website launch post, October 11, 2022.

Cite this page

Benaich, Nathan, and Ian Hogarth. “The 2022 forecasts, in their original form.” State of AI Report 2022. Historical report snapshot; web edition prepared 2026-10-11.