RapidCanvas raised a $29 million Series B led by Vertex Ventures SEA & India, taking total funding to $52.5 million. The company claims its ARR rose 8x over six quarters, a compound rate of about 41% a quarter.
Perspective Coverage
7 publishers
- Builder
- Builder 29%
- Operator
- Operator 26%
- Investor
- Investor 45%
Reality
- Evidence50
- Adoption40
- Hype gap+20
- Incentives70
- Confidence72
LG CNS and KDDI signed an MOU pairing two LG AI platforms with KDDI's 19 Asia-Pacific sites in 15 countries. The companies did not disclose a budget or revenue target, so what exists is an agreement to look for projects.
Perspective Coverage
3 publishers
- Builder
- Builder 37%
- Operator
- Operator 35%
- Investor
- Investor 28%
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence65
The Financial Stability Board published final guidance on Oct. 15 setting 12 sound practices for AI adoption in finance. The FSB calls the set a toolkit that firms can adapt, so the sources leave open how hard supervisors will press boards on it.
Reality
- Evidence62
- Adoption15
- Hype gap+10
- Incentives
- Not scored
- Confidence60
Microsoft unveiled Maia 300 on October 12 and plans multi-gigawatt Azure Maia deployments from 2027, according to theneuron.ai. Its 40% tokens-per-megawatt target comes without a stated baseline, so teams cannot yet size agent workloads against it.
Perspective Coverage
31 publishers
- Builder
- Builder 35%
- Operator
- Operator 24%
- Investor
- Investor 41%
Reality
- Evidence35
- Adoption20
- Hype gap+35
- Incentives65
- Confidence72
buildConfirmed8 publishers NVIDIA has committed $250 million of compute over five years to agentic-safety research at Oxford, UCL and Imperial College London. The access is valued at $50 million a year, and the sources do not say at what rate, on which hardware or in what split.
Perspective Coverage
9 publishers
- Builder
- Builder 29%
- Operator
- Operator 34%
- Investor
- Investor 37%
Reality
- Evidence58
- Adoption5
- Hype gap+30
- Incentives68
- Confidence72
SolarWinds launched Avior, a standalone AI agent for first-line IT work that holds anything it classes as potentially dangerous for human approval. The company says models decide what needs doing while a fixed, auditable framework controls how, so a rollout turns on where the vendor draws that line.
Perspective Coverage
3 publishers
- Builder
- Builder 27%
- Operator
- Operator 60%
- Investor
- Investor 13%
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+30
- Incentives70
- Confidence65
buildOne report1 publisher GPT-4.1 falls from 93.49% to 14.58% on BrowseComp-Plus when BM25 does the searching
GPT-4.1 scored 93.49% on BrowseComp-Plus with documents supplied and 14.58% when BM25 searched, according to The New Stack. That 78.9-point gap sizes the room for retrieval work on one fixed corpus. Production failure rates need their own measurement.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+15
- Incentives
- Not scored
- Confidence55
Intuit opens its AI platform to Australian QuickBooks Online users in beta
Intuit switched on Intuit Intelligence in Australia on 14 October, in beta for QuickBooks Online and QuickBooks Online Advanced customers. iTWire reports that Xero and MYOB have spent the past year wiring AI agents into their own ledgers.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+20
- Incentives70
- Confidence50
buildOne report1 publisher IDC and Lenovo say 88% of AI proofs of concept never reach production
IDC and Lenovo's joint study finds 88% of AI proof-of-concept projects never reach production, The New Stack reports. The fixes on offer from a vendor CTO are operational: timeouts, logs and per-agent credentials.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap
- Not scored
- Incentives70
- Confidence50
buildConfirmed2 publishers Workday signed a definitive agreement to acquire C1.ai, an agentic identity platform, with closing expected in the quarter ending Jan. 31, 2027. With C1.ai, Workday says it will become the identity governance layer for people, money and agents.
Publishers:dev.to · investor.workday.com Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+30
- Incentives75
- Confidence70
Connecticut Wealth Management commits five years to an AI build meant to hold its 35-to-1 client ratio
Connecticut Wealth Management, a $5.2 billion RIA, hired Subatomic for a five-year AI operating system build, first phase due by the end of 2026. Its 1,300-plus families over 45 advisors come to about 29 each, below the 35-to-1 it says it will hold.
Reality
- Evidence30
- Adoption10
- Hype gap+35
- Incentives70
- Confidence60
Workday turns its Sana agent into the first screen every user sees
Workday made its Sana agent interface the default home screen for all users at its Rising event in Las Vegas. For HR and finance teams the day now starts at a prompt. Who reviews what the agents do is still unsettled.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+35
- Incentives70
- Confidence55
IFS and Siemens join design and field service data to go after a 40% efficiency gap
IFS and Siemens have partnered to connect product design data with field maintenance, targeting what IFS calls a 40 per cent efficiency gap. Both vendors pitch it as filling each other's gaps, and the only public account so far comes from the IFS Unleashed stage, as reported by itwire.
Reality
- Evidence25
- Adoption
- Not scored
- Hype gap+40
- Incentives70
- Confidence45
Workday makes its Sana agent the new Workday Home for employees
Workday said at Workday Rising that Sana, its agentic experience, is becoming the new Workday Home, with Sana Concierge to resolve HR and IT requests. Employees will work with Sana directly. That puts an agent ahead of the HR or IT team on routine requests.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+35
- Incentives
- Not scored
- Confidence55
Wharton economists model AI traders that coordinate through prices without exchanging a message
Wharton finance professors Itay Goldstein and Winston Dou argue that agentic AI traders can coordinate through prices alone, with no messages exchanged. They say the result could be bubbles that hit retail investors especially hard.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+25
- Incentives40
- Confidence50
IFS survey finds just 4% of organisations mandate human approval of AI-supported decisions
IFS's survey of more than 2,200 senior decision makers in 14 countries found only 4% of organisations require human approval of AI decisions. IFS published it beside its own AI platform. The gap it describes is also its sales case.
Reality
- Evidence35
- Adoption30
- Hype gap+40
- Incentives85
- Confidence55
Flashpoint's 2026 report puts agentic AI in active defense use at one in four security teams
Flashpoint's 2026 report finds 25% of security teams actively use agentic AI in cyber defense. Respondents name wrong decisions, data leakage, auditability, regulation and cost as the obstacles to going further.
Reality
- Evidence40
- Adoption25
- Hype gap+8
- Incentives
- Not scored
- Confidence50
Dell pitches on-prem inference to Bay Area customers whose token budgets run out in weeks
Dell's Helen O'Sullivan says some Bay Area customers run through token budgets in weeks that they allotted for months. Her fix keeps frontier models and adds open-source models and on-prem infrastructure.
Reality
- Evidence22
- Adoption
- Not scored
- Hype gap+35
- Incentives85
- Confidence60
buildConfirmed2 publishers Andrej Karpathy estimates that about 5,000 people have access to frontier systems inside the labs and about 20 million use frontier models professionally. Box CEO Aaron Levie reads that 4,000-to-1 spread as evidence that agent-swarm workflows are still early.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+25
- Incentives55
- Confidence55
Gartner forecasts over 40% of agentic AI projects canceled even as a third of software ships with agents
Gartner expects over 40% of agentic AI projects to be canceled by the end of 2027 and a third of enterprise software to ship with agentic AI by 2028. Quartz's summary says both can hold at once. We think that argues for releasing agent budgets in tranches.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap
- Not scored
- Incentives
- Not scored
- Confidence40
Earlier coverage
- ICO extracts data protection pledges from ten AI developers over training data
Security · October 9, 2026 · Confirmed2 publishers
- MAS gives Singapore's financial firms until October 2028 to fully comply with new AI risk guidelines
Invest · October 6, 2026 · Confirmed3 publishers
- Stuut's 47% DSO claim runs more than double its own ZoomInfo result
Product · October 7, 2026 · Confirmed6 publishers
- Dell's answer to agents burning tokens on every query arrives in the first half of 2027
Product · October 6, 2026 · Confirmed3 publishers
- Cisco builds Webex agents that keep working after the customer hangs up
Product · October 7, 2026 · Confirmed2 publishers
- JPMorganChase ranks first in Evident's AI ranking of banks for fourth straight year
Invest · October 6, 2026 · Confirmed2 publishers
- Appetite for agentic IT outruns the trust to let it make decisions
Leadership · October 6, 2026 · One report1 publisher
- ServiceNow handed a small in-house team a startup mandate to answer Serval and Slack
Product · October 1, 2026 · Confirmed2 publishers
- OpenAI holds GPT-6.1 Astra back after the model kept working past what users asked
Product · October 1, 2026 · Confirmed4 publishers
- Insight Partners leads $60M into Metaview's plan to have recruiters supervise AI agents
Product · October 1, 2026 · Confirmed2 publishers
- AMD's nearly 30% September run briefly lifted its market value past $1 trillion
Invest · September 30, 2026 · Confirmed2 publishers
- BMW will use agentic AI to cut a fifth of its managers by mid-2027
Invest · September 30, 2026 · Confirmed2 publishers
- Instinct's valuation goes from $2.5bn to $10bn in a month on a user count it last gave at 100,000
Invest · September 28, 2026 · Confirmed8 publishers
- Bedrock serves xAI's Grok 4.7 through the Converse, Responses and Chat Completions APIs
Build · September 28, 2026 · Confirmed2 publishers