|
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.
|
|
In This Morning's Issue
|
|
|
|
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.
|
|
|
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.
|
|
|
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.
|
|
|
|
|
|
Journal of Accountancy
IRS Reassigned 1,173 Workers After Mass Layoffs This Year →
The Treasury Inspector General confirmed the IRS moved more than 1,100 staff into new roles following the agency's mass layoffs. For accounting firms, this is a practical signal. IRS response times and processing capacity may shift. Build extra time into client timelines for anything that touches IRS correspondence.
|
|
Journal of Accountancy
Top-15 Accounting Firm Crowe Just Took Private Equity Money from KKR →
Crowe LLP announced a significant equity investment from KKR, expected to close in Q3 2026. It joins a growing list of large accounting firms taking PE money. If your clients use Crowe, they may have questions about what changes when private equity owns the auditor.
|
|
CPA Practice Advisor
Gusto Launched AI Agents to Help Accountants Find New Business →
Gusto rolled out AI agents designed to help accounting partners spot growth opportunities and manage client relationships. If you use Gusto for payroll clients, the accountant-facing tools are getting a real upgrade.
|
|
CPA Practice Advisor
AICPA Submitted Comments on Accounting Method Change Procedures →
The AICPA filed formal comments on proposed updates to accounting method change procedures. If your firm handles method changes for clients, this is worth tracking as the rules develop.
|
|
|
|
|
CPA Practice Advisor
Adaptive Launches Project Accounting Agents for Construction Finance →
Adaptive built AI agents for project accounting in the construction sector — one of the harder places to apply AI because of how complex job costing gets. Worth reading if you have construction clients or want to see how vertical AI is being built for regulated, high-complexity finance environments.
|
|
Journal of Accountancy
PCAOB Seeks Comment on Proposed Quality Control Amendments →
The PCAOB is advancing targeted updates to audit quality control standards. As AI-assisted audit work grows, these standards will shape how firms document and review AI outputs. Better to read this now than catch up when the final rule drops.
|
|
|
|
|
External links — the most worth-clicking AI items from around the web this week.
|
|
|
|
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.
|
|
|
|
|
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.
Get Your Copy Now →
|
|
Nexairi Sandbox
New tools and web apps are rolling out. See what's live and what is next.
Visit Nexairi Sandbox →
|
|
Find Your Ikigai — Free Tool
Answer 16 questions about what you love, what you're good at, what the world needs and what you can be paid for. Nexairi Wayfinder maps the overlaps and tells you exactly what it means for your career.
Try Ikigai Wayfinder →
|
|
|
From the Archive
|
|
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
|
|
|
— 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]
|
|