The next era of
accounting.

AI agents built specifically for CPA firms. Contra handles production work — preparing, reconciling, classifying, and documenting — so CPAs shift from preparers to reviewers and advisors.

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300,000+
CPAs have left the workforce since 2020
75%
of remaining CPAs approaching retirement
$350M+
invested in accounting AI in the last 90 days
10x
cost advantage via Anthropic prompt caching
The Problem
Accounting is the translation layer for economic activity.
It’s the infrastructure that lets capital move, businesses form, and growth compound. AI is driving that activity faster than ever. The demand for accounting expertise is accelerating while the supply is in structural decline.

Workforce crisis

The pipeline of new CPAs has collapsed. Firms are turning away work — not because demand is soft, but because they don’t have the staff to do it.

Compliance complexity

Entity tax is getting harder, not simpler. Provisions like §163(j), §199A, and §704(b)/(c) require genuine reasoning — not templates and lookups.

Broken tooling

Existing software automates data entry, not judgment. The hard part of accounting — analysis, determinations, documentation — is still manual.

How It Works
From documents to audit-ready workpapers.
A staff accountant selects a procedure and uploads source documents. A multi-agent engine handles the rest.

Ingest

Source documents — K-1s, 1099s, spreadsheets, multi-hundred-page statements — are parsed, classified, and structured automatically. Missing information is flagged immediately.

Determine

AI agents apply tax code provisions with explicit reasoning chains. Every determination is grounded in statute, traceable to source documents, and validated against structured schemas.

Calculate

Workbooks with live formulas are generated — not static numbers. Carry-forwards, limitations, and phase-outs are computed with dollar-level precision.

QA & Review

Automated quality checks run before a human sees the output. Exceptions are flagged with structured rationale. Partners review in a dedicated layer — not the production workspace.

Document

Assumption memos, audit trails, and sign-off records are generated automatically. Every output is IRS Pub 583 compliant and ready for examination.

Platform
Built around how firms actually work.
Not another tool bolted onto existing workflows. Contra is designed from the ground up around the client → engagement → job hierarchy that CPA firms already use.

Multi-Agent Orchestration

An adaptive orchestrator coordinates specialized agents across bounded phases. Each agent receives only the context it needs, operates within strict guardrails, and produces validated structured output. The orchestrator decides which phases to run, when to escalate, and how to recover from errors — automatically.

Dedicated Partner Review

The partner who signs off on the return is the economic buyer. Contra separates production from review with a dedicated layer — partners see only work ready for judgment, with structured exception flags, annotation tools, and sign-off trails. No digging through workpapers to find what needs attention.

Compounding Procedure Library

Every correction a CPA makes feeds back into versioned, forkable procedures. The platform gets smarter with every engagement — not just for one firm, but across the procedure graph. This is the proprietary dataset that compounds over time.

Full Audit Trail

Every determination, every document reference, every reasoning chain is persisted with structured rationale. Designed for IRS Pub 583 compliance from day one — not retrofitted. When the IRS asks why, the answer is already documented.

Why Contra
What makes this different.
01

Eval-First Engineering

Every architectural decision is falsifiable against curated test cases with dollar-level tolerances. We don’t ship features — we ship accuracy.

02

Client-First Architecture

Organized by client, governed by engagement. Mirrors how firms actually think about their work — not how software engineers think about databases.

03

Visible Reasoning

Extended thinking produces audit-grade reasoning chains. Every determination shows its work — grounded in statute, traceable to source documents.

04

Built on Anthropic

Claude Opus for complex reasoning, Sonnet for structured extraction, prompt caching for 10x cost savings. Purpose-matched models at every phase.

05

Compounding Quality

Every correction improves the next engagement. Versioned procedures create a proprietary quality dataset that grows with usage.

06

Complex Entity Tax

Starting with the hardest problems — §163(j), §199A, §704(b)/(c) — where reasoning quality matters most and no competitor has proven accuracy.

Ready to see it?
We’re working with a small number of firms to shape the product. If complex entity tax is eating your capacity, let’s talk.
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