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Why Most AI Tools Fail at B2B Customer Service
B2B customer issues rarely resolve in a single interaction. They move across teams, systems, and account history that most AI tools were never designed to track.
A new briefing paper from Harvard Business Review Analytic Services, sponsored by Front, looks at why AI built for high-volume consumer support creates new coordination gaps when it meets the multi-team reality of B2B service, and what leaders should ask before investing in their next AI tool.
Get the free briefing paper to see the three questions that separate tools built for your environment from tools that will create more work.
The GPU Daily · #097 · covering Sunday 18 October
The physical layer of AI, every day. Here's what moved on Sunday 18 October 2026.
An AI lab plans to give five per cent of its shares to a public fund.
The stake can grow as the company's value does. The fund sits in a company the lab owns outright, not a charity. Its shares cannot pay for lobbying or political giving. The lab says bolder approaches may be needed for the jobs the technology displaces.
The gift still needs a vote from stockholders.
The vote comes ahead of a public listing.
In this issue
TOP STORY · SOFTWARE & AI
US · ◆ Neutral · 18 Oct 19:15 UTC · Newsroom · 4 sources
Anthropic plans to commit 5% of its shares to a new Public Benefit Fund, subject to stockholder approval. The board can add 2 percentage points for each 50% rise in company value above a baseline Anthropic has not disclosed. The fund sits in a wholly owned LLC, not a 501(c)(3), and its equity cannot fund lobbying or political giving. Anthropic told investors its third-quarter revenue stands at $16.8 billion, ahead of an IPO reportedly slated for November (per CNBC).
MARKET MOVES · 3
US · ▲ Bullish · 18 Oct 22:45 UTC · Newsroom
Earlier: NVIDIA leads $500B private equity push into AI infrastructure and power. (21 August)
Global · ◆ Neutral · 18 Oct 07:15 UTC · Trade press
India · ◆ Neutral · 18 Oct 06:30 UTC · Newsroom
Earlier: Jio Platforms plans IPO investor outreach next week. (8 September)
NEOCLOUD · 1
Taiwan, US · ◆ Neutral · 18 Oct 18:00 UTC · Newsroom
SOFTWARE & AI · 4
China · ◆ Neutral · 18 Oct 01:58 UTC · Trade press
The minor update lifts Terminal-Bench 4.0 from 31.2 to 42.3, trims run time and output length, and keeps price unchanged.
US · ▼ Bearish · 18 Oct 16:30 UTC · Trade press
Disney agreed to hire most of Character.AI's workforce, TechCrunch reported.
China · ◆ Neutral · 18 Oct 01:58 UTC · Trade press
US · ◆ Neutral · 18 Oct 20:30 UTC · Company/PR
HARDWARE · 5
South Korea · ▼ Bearish · 18 Oct 06:00 UTC · Newsroom
Earlier: South Korea's Kospi fell more than 7% on semiconductor sell-off (13 October)
Taiwan · ▲ Bullish · 18 Oct 03:45 UTC · Trade press
China · ◆ Neutral · 18 Oct 09:07 UTC · Trade press
The GF800 combines eight Cortex-A78 cores with Glenfly's own GPU, an NPU and unified memory, and is now sampling to customers for edge AI and robotics.
US · ◆ Neutral · 18 Oct 03:45 UTC · Trade press
Sweden · ▲ Bullish · 18 Oct 23:30 UTC · Trade press
HYPERSCALER · 1
China · ▲ Bullish · 18 Oct 01:55 UTC · Trade press
Peng Cheng Laboratory's flagship AI computing facility now runs 10,000P while construction continues toward a planned 16,000P, serving domestic model training and AI for science.
DATA CENTRE · 3
US · ▼ Bearish · 18 Oct 18:30 UTC · Newsroom
US · ▼ Bearish · 18 Oct 18:29 UTC · Trade press
RTO Insider's editor's note said volatility described market reforms, demand and transmission in 2026.
Singapore · ◆ Neutral · 15 Oct 00:00 UTC · Company/PR
Simon Hume joined from Microsoft, where he was Regional Director for data centre construction delivery in Southeast Asia, and is based in Singapore.
Why this matters: The hire may add data centre construction delivery experience to Turner & Townsend's Asian project management business.
ENERGY & POWER · 8
US · ▼ Bearish · 18 Oct 18:53 UTC · Trade press
Stakeholders have asked MISO to develop a method for assigning data centre developers the costs of reliability projects their demand triggers, ahead of the 2027 transmission planning cycle.
US · ◆ Neutral · 18 Oct 21:03 UTC · Trade press
New England generators say ISO-NE's proposed treatment of new large loads with non-firm service may raise legal issues, particularly its redispatch price threshold.
Australia · ▲ Bullish · 18 Oct 01:03 UTC · Trade press
South Australia unveiled four renewable proposals totalling almost 13 GW across more than 3,300 square kilometres west of Whyalla, with Windlab proposing 6 GW and Altra Energy 4.7 GW.
US · ◆ Neutral · 18 Oct 19:09 UTC · Trade press
US · ◆ Neutral · 18 Oct 18:27 UTC · Trade press
US · ◆ Neutral · 18 Oct 18:31 UTC · Trade press
US · ◆ Neutral · 18 Oct 20:28 UTC · Trade press
Pivot Energy closed a $173 million term loan for 51 community-scale solar projects totalling 135 MW across six US states, with First Citizens, Huntington and BankUnited providing takeout financing.
US · ◆ Neutral · 18 Oct 19:14 UTC · Trade press