Jun 18, 2026
Vendor AI ROI Claims: The Trap and the Fix
Only 28% of AI projects fully meet ROI expectations (Gartner, n=782). Five mechanisms inflate vendor claims; each has a counter.
- 11 min read
- How-To Guides
Blog line
Client updates, weekly reports, handoffs, tooling, and measurement: the work an operations agent runs and keeps honest. Read these before deciding whether the operations line is the first build.
Articles
Each note answers one question a buyer asks before handing this work to an agent. Client updates, weekly briefs, handoffs, and the numbers behind them, drafted before Monday.
Jun 18, 2026
Only 28% of AI projects fully meet ROI expectations (Gartner, n=782). Five mechanisms inflate vendor claims; each has a counter.
Jun 16, 2026
30.4M one-person businesses in the US (Census). Eight Claude skill patterns cover the work owners keep dropping.
Jun 16, 2026
10 dimensions, 15 questions, a 0-100 score, and 3 verb-led next moves. What the benchmark report contains, page by page.
Jun 15, 2026
MIT found 95% of gen-AI investments showed no profit impact. The missing layer is persistent context; here is the Claude setup that keeps it.
Jun 14, 2026
74% of AI gains flow to 20% of organizations (PwC, n=1,217). The 30-day build makes three artifacts your CFO can read.
Jun 12, 2026
15 weighted questions, 10 dimensions, 12 minutes. Score 0-100, find your tier, and name the buyer-path gap worth inspecting first.
Jun 10, 2026 · Updated Aug 21, 2026
66% report AI productivity gains; 1 in 5 see actual ROI (IBM, n=3,500). Hours saved becomes ROI only when the freed time is redirected.
Jun 10, 2026 · Updated Sep 2, 2026
Fable 5 follows brief, plain instructions better than any prior Claude. The 7-step recipe from Anthropic's own prompting guide, the same one our agents run on.
Jun 9, 2026
AI leaders run 3.5 use cases; laggards run 6.1 and earn less (BCG). A scored decision tree picks the workflow to orchestrate first.
Jun 8, 2026
AI spend that looks like a tool list gets cut first. A one-page measurement brief ties each tool to a buyer path a CFO can inspect.
Jun 6, 2026
Blended CAC hides the AI effect. Split one AI-assisted path from the old path and inspect cost, margin, owner, and the decision.
Jun 5, 2026
AI tools fail quietly outside the workflow. The four-layer audit finds the broken handoff and names the pipe to build first.
Jun 4, 2026
Maturity is not tool count. The jump from Level 1 to Level 4 is one buyer path with a trigger, owner, stop rule, and proof review.
Jun 1, 2026
Overselling sold-out products costs retailers about 4.1% of revenue (IHL Group). One POS source of truth keeps Dutchie, Jane, and Leafly honest.
Jun 1, 2026 · Updated Aug 24, 2026
Gartner predicts 60% of AI projects fail on data. Five named failure patterns explain how chains break, each with a detection signal and fix.
May 31, 2026 · Updated Aug 23, 2026
Only 29% of data leaders can measure business-outcome value (IBM, n=1,700). Ten dimensions locate the gap before more AI gets funded.
Questions answered
Short answers so the archive is useful before the first article is opened.
Client updates, weekly briefs, handoffs, and the numbers behind them, drafted before Monday. It prepares the work; a person approves anything a customer sees.
One fixed build price and one monthly run price, named on the pricing page. Model and tool fees are separate and published on the pricing index.
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The blog is the research layer. These pages say what each line's agent does, what it costs, and how a build runs.
Inbound follow-up, qualification, booking, and CRM notes, prepared before a person acts.
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Client updates, weekly briefs, handoffs, and the numbers behind them, drafted before Monday.
One build price and one monthly run price per line. No hourly billing, no retainer.
Next step
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