CAPABILITIES
Evals, benchmarks, and the moving target of what counts as progress.
DeepSeek V4-Flash lands at
3 cents a test,
100× cheaper than Claude
Fable 5
Artificial Analysis pegs the new Chinese model at $0.14 per million input tokens, arriving the same week OpenAI cuts GPT-5.6 Luna by 80% and Alibaba unveils Qwen3.8-Max — a full-scale race to the bottom on inference pricing.
SMB AI adoption hits 87%,
but a third of users
are stuck in pilot
Five 2026 surveys — Pax8, Salesforce, Upwork, Constant Contact and the SBE Council — show small-business AI use at record levels, yet nearly one in three AI-using SMBs cannot move a pilot into production.
The Stuck Middle: 29% of
AI-Using SMBs Can't Get Past
Experimentation
Pax8's Q2 2026 Pulse finds nearly a third of small businesses that adopted AI are trapped in pilot mode — while the ones that broke through are pulling three times ahead on competitive posture.
Small-Business AI Adoption Hits 77%
as the SMB-Enterprise Gap Narrows
New Intuit QuickBooks and SBE Council data show a 30-point jump in 18 months, 16.5 hours of median weekly time savings, and an estimated $243.6 billion in annual labor savings — even as most owners remain stuck in pilots.
The 680x AI Spending Chasm
Splitting American Business
Ramp's June 2026 AI Index pegs the top 1% of firms at $7,449 per employee per month on AI — versus $11.38 at the median — as a CEO backlash forces token caps and a hunt for smarter deployment.
OpenAI opens free clinician workspace,
claims GPT-5.4 beats physician baselines
on its own new benchmark
ChatGPT for Clinicians launches free for verified U.S. physicians, NPs, PAs and pharmacists, with cited search and CME credits — alongside HealthBench Professional, an open benchmark OpenAI says its GPT-5.4 workspace tops against human physician responses.
U.S. small-business AI adoption hits
87% as the measurement gap
widens
Constant Contact's Q2 2026 Small Business Now report pegs U.S. SMB marketing AI use at 87%, while Census Bureau, JPMorgan Chase, and Minneapolis Fed data put broader business adoption between 17% and 20% — a gap that says as much about what's being measured as how fast the shift is moving.
Google's Gemini 3.5 Flash, Omni,
and Spark land at I/O,
push the multimodal frontier and
the agent thesis at once
Three product announcements at Google I/O on May 19 — Gemini 3.5 Flash, the Omni multimodal model, and the Spark agent — together amount to the most expansive single Gemini drop the lab has ever staged.
OpenAI ships GPT-5.5 Instant, claims
52.5% fewer hallucinations on high-stakes
prompts
Released May 5 as the new default ChatGPT model, GPT-5.5 Instant cuts hallucinated claims relative to GPT-5.3 on medical, legal, and financial prompts in OpenAI's internal evaluations.