Trusted by forward-thinking accounting firms.

What CPAs are saying

We closed all of our accounts by the fourth business day.

Every client is different. AI Close adapts to each one – not a one-size-fits-all checklist.

90% of a new client close done in 30 minutes. It used to take 3 hours.

How Debit & Co. Closed 15 Clients by the 4th Business Day with Puzzle

Learn more
How AI Close Works

Accountants are the architects.
AI is the engine.

Four steps. Every action logged, sourced, and accountant-approved. Nothing posts to the GL without your sign-off.

Describe

Write the workflow in plain language, the way you'd explain it to your team.

The agent is in learning mode: iterating, reasoning, finding the optimal solution. You don't write code. You write instructions. The agent handles the rest.

Lock

AI converts your description into explicit, runnable steps. The logic locks.

This is where probabilistic AI becomes deterministic. The solution is found, locked, and saved. Same inputs, same outputs. Every single run. Your reconciliations and categorizations are not being re-imagined each time. They are executed with the consistency you expect.

Proposed Fixed Asset Entries

Linked transaction Asset type In-service date Useful life Depreciation method Suggested description
Computers & Hardware 2026-05-14 36 months Straight-line Apple computer hardware purchase
Computers & Hardware 2026-05-25 36 months Straight-line Apple computer hardware purchase
Computers & Hardware 2026-05-28 36 months Straight-line Apple computer hardware purchase
Approve

You approve. The agent executes. Full audit trail attached.

Nothing posts to the GL without your explicit sign-off. The agent surfaces its findings in a review panel: every proposed entry, every reasoning step, every source transaction. You review, ask follow-up questions in plain English, and approve. Control never leaves the room.

Review & Finalize

AI runs a final review of the month-end close for accuracy.

After running all your tasks, kick off the Review & Finalize analysis to scan every record across the platform. AI surfaces discrepancies in a review panel: each anomaly flagged, each affected account, each source transaction. You review the findings, ask the agents to continue working on them, and take actions. Nothing slips past you.

The trust layer

Every action logged.

Every entry traces back.

Nothing posts without your approval. Every agent action has a complete audit trail: date, time, action, source transaction, reasoning, and who approved it. When a partner reviews the work, or an auditor asks, every entry traces back to its source.

Date Action Item Type Acted by
May 1, 9:02 AM Matched 249 of 249 transactions – Mercury Checking Reconciliation Sarah K. via AI
May 1, 9:14 AM Categorized 312 transactions Transactions Sarah K. via AI
May 1, 9:31 AM Created 3 fixed asset entries Fixed Assets Marcus T. via AI
May 1, 9:45 AM Identified 8 items for review Accuracy Review Marcus T. via AI

100%

of actions require human approval

Full

source traceability on every entry

Zero

entries without an audit trail
The CPA Framework

Built on three principles.

Designed for the way accountants work.

c

Customizable

You design every workflow. The agent runs exactly what you built. No code. No consultants. Just plain-English instructions.

p

Permissioned

Nothing posts to the GL without your explicit approval. Full control at every step. Every action requires a human sign-off.

A

Aligned

AI executes your judgment at scale. It does not replace it. The accountant is always the architect. The agent is always the engine.

AI Close Prompt Library

Production-ready prompts.
Copy, paste, run.

Every prompt is pre-connected to your client's data inside Puzzle AI Close. No setup. No configuration. Just describe what you need and let the agent work.

Reconciliation
Bank Statements

Bank Statement Transaction Extraction & Reconciliation

Extract the transaction table from this bank statement PDF with the highest possible accuracy. Match each row against the existing ledger entries and flag any…

Accounts Payable
Bills & Invoices

Match Unpaid Bills to Payments

Identify unpaid bills over the last 3 months and propose the most likely payment matches based on amount, date proximity, and memo. Flag any bills that…

Accruals
Bills & Invoices

Identify & Draft Unbilled Accruals

Using expense patterns from the last 3 full months, identify likely unbilled costs to accrue this month: subscriptions, recurring services, and vendor…

Journal Entries
Accuracy Review

Journal Entry Review & Anomaly Detection

Review all journal entries posted this period and flag any that appear unusual: round numbers, unusual accounts, entries posted outside business hours…

Prepaids
Month-End Close

Prepaids Review

Review the current prepaid and accrual schedules alongside this month's GL activity. Identify any prepaids that should have amortized but haven't, and…

Transactions
Month-End Close

Transaction Audit

Review last month's transactions for the following risk patterns: duplicate payments, split transactions below approval thresholds, and vendors with…

Advisory
lient Prep

Prepare for a Client Call

Give me a summary of this client's business health and 3–5 talking points for our call. Use plain English for the titles and flag anything that needs…

Advisory
Analysis

Variance (Flux) Analysis

Given the trial balance for the current month and the prior month, perform a flux analysis. For each account with a variance over $X, explain the likely…

Advisory
Runway

Cash Runway Estimate

Estimate runway in months based on current cash and last month's burn rate. Produce a summary table showing projected cash over the next 6 months and…

Cash Flow
Advisory

Forecasting & Narrative

Using the client's last 6 months of general ledger activity, build a rolling 13-week cash flow forecast. Highlight the 3 biggest drivers of cash movement…

Advisory
Business Health

Find a Key Business Insight

Analyze this client's full GL history and find the single most valuable insight, something actionable that the client likely doesn't already know about…

Advisory
Profit Margin

Profit Margin Analysis

Using the client's revenue and cost data from the general ledger, perform a margin analysis at the product or service line level. Flag any lines where…

How much capacity is your firm leaving on the table?

Adjust the inputs to see your firm's potential capacity recovery.

Your firm
Hours per person/week on close work 15h
2h40h
Average billing rate $275/hr
$100$500
Accounting team size 10 people
130
Potential Capacity Recovery
$1.0M
per year in recoverable capacity
with agent

Weekly Hours Freed
75h
Efficiency Gain
50%
Book a demo →
Real results

The numbers firms are seeing.

3 hrs → 30 min

New client close time, down from 3 hours

"You can't unsee it as a CPA. 90% of a new client close done in 30 minutes. It used to take 3 hours."

- Arlo Financial

10x

Time saved per close task across clients

"Saves our team so much time, we're reducing client fees."

- Accountalent

50%

Faster month-end close

"Trivium cut their close time in half in the first month."

- Trivium

10 → 30

Clients managed. Same team. Same headcount.

"Firms using AI Close report tripling client capacity without adding a single new hire."

- Across firms

Without vs. with AI Close

Scale without headcount.

Stay in control.

Speed is the hook. Control is what closes the deal. AI Close delivers both, without asking you to give up either.

Task Without AI Close With AI Close
Client capacity Manage 5 to 10 clients Manage 25 to 30 clients
Reconciliation Manual, hours per client Agent drafts it, you review
Categorization Line by line Up to 98% auto-categorized
AI consistency Different answer every time Same inputs, same outputs. Every run.
Anomaly detection Spotted by chance (or not) Flagged automatically every close
Audit trail Spreadsheet or memory Every action logged with source
Month-end hours Working all hours Agents work all hours. You review and approve.
Overflow clients Working all hours Closed
Resources

Go deeper.

AI Playbook for Firms

The Next Generation Firm Playbook:
How to Adopt AI in Accounting Without Losing Judgment, Margin, or Client Trust

Download

What are AI Agents

What is an AI agent in accounting, and what does it mean for the way your firm works? Learn more here.

Read Full Article

Case Study: Debit & Co.

How Debit & Co. Closed 15 Clients by the 4th Business Day with Puzzle

Read

AI Isn’t Taking Accounting Jobs. It’s Exposing How Firms Use Time.

The risk isn’t replacement.
It’s misallocation.
When repetition compresses, judgment expands.
The question is whether your workflow is built for that shift.

Read full article

How AI Ready Is Your Firm?

Are you compressing repetition

or defending it?

Seven questions.

Instant clarity.

Take Quiz
FAQs

Questions we hear a lot.

What if the AI makes a mistake?

Nothing posts to the GL without your approval. Every agent drafts the work for review and approval, citing the finding, reasoning and recommended next steps before you click approve. If something looks off, you edit it, delete it or override it. You're not trusting the AI blindly. You're reviewing its work the same way you'd review a junior bookkeeper's output. The AI has already done the heavy lifting.

How accurate is the categorization, really?

Puzzle's categorization is a custom learning model. It trains on your firm's industry mix and your accountants' preferences, not a generic ruleset. Most clients see up to 98% auto-categorization by month 2 to 3 without writing a single manual rule. The remaining transactions can be auto-routed to the client, who responds in natural language by email. By the time you log in, everything is ready for review.

How is this different from QuickBooks AI?

Two differences that matter for your firm. The technology. QuickBooks AI is probabilistic intelligence. Same input, different output. It drafts, guesses, and asks you to check its work. Puzzle is deterministic execution. Same input, same output, every run. Your firm sets the rules. The AI runs them. The business model. Intuit is using AI to compete for your clients. Puzzle is using AI to help your firm serve more clients, more profitably. One is built to replace you. One is built for you.

What about custom workflows for clients with complicated books?

That's exactly what the Add Custom Agent flow is for. Beyond the standard templates, you can create custom agents with plain-English instructions. Multi-entity real estate, agencies with class tracking, SaaS companies with complicated revenue recognition: all of these run as custom agents on top of the standard close. Build once, reuse across clients. No code required.

The accounting firm
of the agent era starts here.

See AI Close in action with a live demo tailored to your firm's workflow.