
Magnetic
The AI tax preparer for CPA firms.
90%+
Field-level accuracy
vs. ~50% from legacy OCR · W-2 at 99%+
340k
Fewer accountants than 5 yrs ago
U.S. BLS · the structural tailwind
$176k
Signed in 4 weeks
Across 8 firms · ~$125/return model
Thesis
- 01
The CPA shortage is structural, not cyclical. 340,000 fewer accountants than five years ago.[12] Aging workforce, declining accounting majors, brutal lifestyle. The math doesn't work without automation — firm owners now buy AI the way SaaS companies bought Slack a decade ago.
- 02
Tax prep is the perfect LLM workload. Bounded rules, structured outputs, audit trail required. Multi-document reasoning across K-1s, W-2s, 1099s, and Schedule Cs is the kind of task LLMs are good at right now — and the kind of task associates were paid $80k a year to do until last year.
- 03
Vertical AI wins where regulation provides distribution. CPAs are the regulated gatekeepers between the IRS and 80M individual filers.[9] A partner-sales motion through firm owners is cleaner and stickier than direct-to-finance-team — and the AI replaces 60–80% of associate labor at peak.
- 04
Computer-use is the only sane wedge. Firms will not abandon UltraTax or Lacerte — those are the trusted engines that touch the IRS rails. Magnetic's agents drive the legacy software the way a junior associate would. No rip-and-replace, no integration roadmap, no 12-month enterprise sales cycle.[1] [2]
Problem
Tax prep is a data-entry business. The people who do that job are evaporating.
Documents come in by email, by portal, by paper — W-2s, 1099s, K-1s, Schedule Cs, brokerage statements, handwritten notes. An associate opens the doc, opens UltraTax, alt-tabs back and forth, and types numbers from one window into another. At a 5–50 person firm doing thousands of 1040s a season, that's the entire job.
The U.S. has 340,000 fewer accountants than it did five years ago.[12] Accounting enrollment is down. Retirements are accelerating. Private equity is rolling up the firms whose owners would rather sell than recruit. The remaining staff log 80-hour weeks for four months a year. Firms now turn away clients because they cannot find the bandwidth.[5] [11]
Thomson Reuters, Wolters Kluwer, Intuit, and Drake sell tax engines, not tax preparers.[1] [2] [3] [4] Their "automation" is template-based imports and OCR overlays that hit ~50% field accuracy on anything past a clean W-2. Magnetic's proprietary vision stack hits 90%+ across W-2, 1099, K-1, Schedule C — including handwritten notes and messy scans — and 99%+ on W-2s.[5]
80M
U.S. returns prepared by pros
Annual paid-preparer volume — IRS SOI
1.6M
U.S. accountants & auditors
Down 340k from five years ago — BLS via Fortune
80hr
Tax-season work weeks
Now the default at SMB CPA firms
IRS Tax Stats at a Glance[9] · Fortune (Jul 2024)[12] · Magnetic launch[5]
Why Now
The labor model collapsed. Computer-use crossed the line. PE forced firms to pick a side.
Three forces converged inside two tax seasons — and they are all still accelerating.
There are 340,000 fewer accountants than five years ago, with approximately 1.6 million accountants and auditors currently employed in the U.S.
U.S. Bureau of Labor Statistics[12]
Via Fortune · July 2024
The struggle is real. I'm personally experiencing it. 43% of financial decision-makers are now investing more in automated accounting and AI tools to address staffing gaps.
Jenn Ryu[12]
CFO · RGP
The accounting profession is in crisis. CPAs and tax professionals face a massive talent shortage. Many CPA offices can't keep up — they're not answering phones because they have no bandwidth.
Magnetic launch post[5]
YC S25 launch · 2025
Three forces converged inside two tax seasons.
The labor model collapsed. 340,000 fewer accountants than five years ago.[12] 43% of financial decision-makers now invest more in automated accounting and AI tools, up from a rounding error two years ago.[12] The AICPA's own pipeline report calls the trend "structural," not "cyclical." [10] Firm owners describe associate hiring as the bottleneck on revenue — they have more clients than they can take.
Computer-use crossed the line. Vision models now read tax documents at human accuracy and operate Windows applications at human speed. The same primitive that powers consumer AI agents now drives UltraTax and Lacerte field-by-field, keystroke-by-keystroke. Twelve months ago this didn't work; today, Magnetic is shipping returns into production at 8 paying firms.[5]
PE consolidation forced firms to pick a side. Private equity has been rolling up CPA firms for two years. Owners either modernize or sell. The ones staying independent need an AI partner, and the buyer is the managing partner — not the procurement team, not the CTO. Sales cycles measured in weeks. Budget already exists; it just used to be called "associate compensation."
There are 340,000 fewer accountants than five years ago — and 43% of financial decision-makers are now investing more in automated accounting processes and AI tools to address staffing gaps.
How It Works
One ingestion pipeline. One computer-use agent. One workpapers PDF the reviewer signs.
The accuracy gap is the entire product.
90%+ vs. ~50%. Magnetic's vertical vision model hits 90%+ field-level accuracy across the most common forms; legacy OCR baselines sit around 50%.[5] The delta isn't a benchmark — it's the difference between an AI that saves the reviewer time and an AI that costs the reviewer time. SurePrep, AutoScan, and Document Intelligence sit on the wrong side of that line.[8] [13] [14]
Reasoning over the tax code. Multi-state tax-exempt interest allocation. K-1 cascades. Schedule C income smoothing. These are not OCR problems — they're judgment calls that require reading the code and reasoning over the document. Vision transformers extract; the LLM allocates.
Reviewer-first UX, not preparer-first. The customer is the reviewer, not the AI. Workpapers are bookmarked and cross-linked to source documents so the reviewer can audit any field in two clicks. Trust comes from auditability — and the workpaper is what marquee firms switched on.
The CPA shortage is the wedge
Magnetic isn't augmenting associates. It's replacing them.
Vertical AI gets sold in two postures: augment or replace. Augment sells into existing budgets. Replace sells into structural panic. Magnetic is the second.
The price captures the savings. The buyer is the managing partner.
Pricing matches the labor model. ~$125 per return. ~$20k initial ACV per firm. Expansion paths to $50k–$100k ACV as coverage grows from 1040s into business returns and advisory work.[5] The economic unit is the return — the same unit firms already track, bill, and staff against.
The buyer is the managing partner. Not the CTO. Not procurement. Not a champion who has to socialize the deal across the firm. The partner with hiring authority is the one who has spent the last two seasons trying and failing to hire associates. Magnetic is the answer that didn't exist in 2023, and the budget is already allocated — it just used to be called payroll.
The expansion path is the rest of accounting. Magnetic starts at ingestion and data entry. The natural next steps — review automation, planning & advisory, eventually engine — compound the product surface area and the data moat with every season. The same agents that drive UltraTax for prep can drive it for amended returns, K-1 cascades, and multi-entity allocation.
The accounting profession is in crisis. Many CPA offices can't even answer phones — they have no bandwidth to take new clients. We're not building a copilot. We're building the replacement for the associate that firms can no longer hire.
Market
80 million returns. $100 of TAM each. The expansion path is the rest of accounting.
~80M U.S. individual returns are prepared by professionals every year.[9] At ~$100 per return in addressable TAM, that's an ~$8B initial market on 1040s alone. The buyer pool overlaps almost perfectly with the install base of UltraTax, Lacerte, and CCH Axcess.[1] [2] [3]
The expansion ladder runs from 1040s into business returns (1065, 1120, 1120-S), then into review automation, planning, and advisory — the full AI accounting OS. Each step compounds: the data flywheel from validated 1040s makes business returns easier; business returns make planning easier; planning expands the ACV per logo from $20k to $100k+ without ever needing a new buyer.
Every CPA firm in America is now a labor problem in waiting. Magnetic is the answer for the firms that want to stay independent — and the AI accounting OS for the next decade of tax prep.
Competitive landscape
Four categories of competition. Magnetic is positioned against all of them.
Each category has a structural limitation — installed-base inertia, integration depth, or category confusion. Magnetic's computer-use-on-incumbent-software stance is the answer to all of them.
The incumbents' incentive is to keep firms on the engine, not to commoditize associate labor. Black Ore tried to rip and replace and hit a wall. Magnetic is the only category answer that pairs vertical-AI accuracy with the trusted IRS-rail tax engines firms refuse to abandon.
Founder deep dive
The only operator who has shipped an AI tax filer at consumer scale is now building the same product for firms.
Founder & team
Risks & mitigations
What we're watching
References
- [1]Thomson Reuters — UltraTax CS product page
- [2]Intuit — ProConnect / Lacerte tax professional products
- [3]Wolters Kluwer — CCH Axcess Tax
- [4]Drake Software — Drake Tax
- [5]Y Combinator — Magnetic launch: AI tax prep for CPA firms (90%+ accuracy claim)
- [6]Y Combinator — Magnetic company profile
- [7]TechCrunch — Black Ore emerges from stealth with $60M to automate tax prep (a16z-led)
- [8]Thomson Reuters — Acquires SurePrep for ~$500M (Nov 2022)
- [9]IRS — Tax Stats at a Glance (paid-preparer individual returns)
- [10]AICPA — 2024 Trends Report (accounting pipeline)
- [11]Journal of Accountancy — NPAG recommends solutions to the talent shortage (May 2024)
- [12]Fortune — Accountant shortage; 340,000 fewer accountants than five years ago; 43% of CFOs investing in AI accounting (July 2024)
- [13]Microsoft — Document Intelligence / Form Recognizer
- [14]AWS — Textract product documentation


