The Capabilities Desk

CAPABILITIES

Evals, benchmarks, and the moving target of what counts as progress.

Latest from the Capabilities desk§ CAP
Top of the desk · Capabilities

Enterprise B2B Prospecting Just
Got Two New AI
Agents. Small Teams Are
the Story.

Informa TechTarget's Buyer Intelligence and Demandbase's Mojo both landed in mid-September, turning person-level intent signals into ready-to-use pitches and cross-channel campaigns. For under-30-person B2B shops, the gap between enterprise and everyone else just widened.

Capabilities

Solopreneurs Now Try AI Before
Hiring Anyone. Sales Capacity Is
Why.

FreshBooks' 'Era of the Solopreneur' report, out today, finds 86% of solopreneurs reach for AI before paying a human — and 98% of AI users say it has unlocked client work they couldn't otherwise deliver.

Capabilities

Microsoft attaches an 8% conversion
floor to AI Max, then
pulls the Max CPC lever
on October 1

The August product newsletter puts vendor-measured numbers on AI Max for the first time and sets October 1 as the date when Max CPC disappears from new Bing campaigns using automated bidding — giving small-team advertisers a narrow window to audit their setup.

Capabilities

IAB lifts 2026 U.S. ad
forecast to 12.3% as Amazon
opens ChatGPT to DSP advertisers

Customer acquisition jumped nine points to a 63% priority among 200-plus ad buyers, 86% expect conversational AI to change how they measure media within a year, and on the same day Amazon opened a U.S. pilot letting DSP advertisers buy inside ChatGPT.

Capabilities

Attentive ships AI Grow, promising
25% more subscribers from the
same site traffic

The omnichannel marketing platform's newly GA subscriber tool replaces static sign-up rules with real-time behavioral timing — beta brands logged a median 35% lift in welcome-series revenue.

Capabilities

Google's August 2026 spam update
finished in 2 days, 16
hours. Small-business organic traffic is
the tell.

The third spam update of 2026 wrapped August 21 at 4:50 am ET. For owner-operators who lean on organic search for leads, the post-rollout Search Console read is the one that matters.

Capabilities

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.

Capabilities

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.

Capabilities

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.

Capabilities

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.