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Suralink completed the full audit stack yesterday. Three products in 90 days now cover every step from document upload to final sign-off. At the same time, a researcher confirmed that KPMG's most recent AI report contained 40 hallucinated citations out of 45 checked. AI is moving fast at the top of the profession. The verification habits are not moving at the same speed. That gap is this week's story.
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In This Morning's Issue
| 01 |
Suralink Automated the Full Audit. One Control Gap Remains.
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| 02 |
KPMG Published Citations That Don't Exist. Your Firm Might Be Next.
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| 03 |
Your SaaS Revenue Model Is Wrong the Moment You Ship an AI Product
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No. 01
| ACCOUNTING AI
| Lead Story
Suralink Automated the Full Audit. One Control Gap Remains.
Suralink launched three AI products in 90 days. Their platform now covers the full audit from first document upload to final sign-off. Claude and Microsoft Copilot are built in. More than half of the top 100 accounting firms use Suralink. Those firms now have AI running workpaper creation, document review and financial statement tie-out.
The Signal — Full-audit AI is not coming. It is already available for the firms that use this platform. The speed gains are real. Suralink's customers grew 84% faster than peers in 2025. But the platform does not close every gap. One control still has to be human: a named person who reviews AI outputs before work moves to the next stage. Without that written rule, the efficiency gain creates a new audit risk. What to watch: Whether your firm has a written review rule before enabling AI at any stage of the audit workflow.
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No. 02
| AI HALLUCINATION
KPMG Published Citations That Don't Exist. Your Firm Might Be Next.
A researcher analyzed 45 citations in KPMG's October 2025 AI report. Forty were fake. The AI generated sources that sounded real and specific. KPMG did not catch them before the report shipped.
The Signal — KPMG is not a small shop with a thin review process. If fabricated citations made it through there, they can make it through your firm's client deliverables too. The risk is not that AI is bad at research. The risk is that AI-generated citations look exactly like real ones. The verification step that catches them is simple: flag which claims came from AI, spot-check at least three citations against primary sources and document the reviewer's name and date. What to watch: Any AI-drafted client memo, tax analysis or industry report that went out without a citation check.
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No. 03
| FINANCE
Your SaaS Revenue Model Is Wrong the Moment You Ship an AI Product
SaaS companies that add AI products see gross margins fall from 70-80% to 50-60%. AI processing costs grow with every use. The subscription model built for fixed costs does not hold when usage scales.
The Signal — CFOs at software companies are reporting the right revenue numbers but measuring the wrong things. Seat-based ARR misses the real value AI products deliver. Net revenue retention matters more than headcount when customers can scale usage without buying more seats. Gross margin per AI interaction needs to be on the board deck. The firms that catch this now avoid a nasty reforecast later. What to watch: Whether your board metrics include gross margin per AI interaction. If not, that belongs in the next quarterly review.
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External links — the most worth-clicking AI items from around the web this week.
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Workflow of the Week
Perplexity Pro (perplexity.ai)
Perplexity Pro is an AI search tool that shows its sources for every claim and lets you click through to check them in real time. For accounting and finance research, it is the fastest way to cross-check an AI-generated claim against an actual source. Useful for quick verification of stats, regulatory summaries and industry benchmarks before they go into client work.
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NOW AVAILABLE: Whispers of Nystad
The wait is over. Whispers of Nystad is out now. A historical thriller where a coded letter can end a war. Follow Elsa across a frozen Baltic frontier as empires collide and every message carries a price. Available in paperback and ebook.
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Nexairi Sandbox
New tools and web apps are rolling out. See what's live and what is next.
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From the Archive
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That's the dispatch.
If something here changed how you think this week, hit reply and tell me. I read every one.
— Jim
Jim Smart · Founder, Nexairi
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— The Letters Desk —
Write back. We're listening.
Every reply lands in the editor's inbox. Tell us what hit, what missed, or what we should chase tomorrow — one sentence is plenty.
Or just hit reply. [email protected]
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