AI + Human Review

The Best of Both Worlds

Most accounting automation tools fall into one of two camps: fully manual (traditional firms relying entirely on human accountants) or fully automated (software that runs without oversight). Both approaches have significant drawbacks.

At Klaras AI, we take a different approach. We combine the speed and consistency of AI with the judgment and expertise of certified accountants. This hybrid model gives you the efficiency of automation with the confidence that comes from professional human oversight.

Why AI Alone Isn't Enough

AI is exceptional at repetitive, pattern-based tasks — extracting data from invoices, categorizing transactions, and performing calculations. But accounting involves more than data processing:

• Ambiguous transactions — A payment labelled "consulting" could be categorized in several ways depending on the contract, business context, and tax implications
• Regulatory judgment — Polish tax law has grey areas where the correct treatment depends on interpretation, precedent, and the specific circumstances of the business
• Year-end decisions — Choosing between tax methods (flat tax vs progressive, lump-sum vs full accounting) requires strategic thinking about the client's financial situation
• Unusual events — Mergers, foreign transactions, asset disposals, and restructurings require expert handling that no AI can fully automate
• Client communication — Tax authorities sometimes request explanations or documentation. Responding properly requires professional knowledge and experience.

Why Humans Alone Are Too Slow

Traditional accounting firms process documents manually, which creates bottlenecks:

• Data entry errors — Manual input of invoice data leads to typos, misclassifications, and missed deductions
• Processing delays — A human accountant can process 30–50 invoices per hour. AI processes thousands per minute.
• Inconsistency — Different accountants may categorize the same transaction differently. AI applies the same rules every time.
• Scalability — When your business grows and transaction volume increases, a manual process doesn't scale without hiring more staff
• Cost — Human-only accounting is significantly more expensive per transaction than an AI-assisted approach

How Our Hybrid Process Works

Every document and transaction that flows through Klaras AI goes through a structured pipeline designed to maximize accuracy while minimizing manual effort:

Step 1: AI Processing

When you upload a document or connect a bank feed, our AI immediately:

1. Extracts all relevant data (dates, amounts, parties, tax rates, payment terms)
2. Classifies the transaction type and assigns an accounting category
3. Applies the correct VAT rate and GTU code (for Polish compliance)
4. Checks for duplicates and matches against existing records
5. Assigns a confidence score to each decision it makes

Step 2: Confidence-Based Routing

Based on the confidence score, each item is routed differently:

Confidence	Action	Example
High (95%+)	Auto-approved, logged for periodic review	Monthly rent payment to the same landlord, recurring SaaS subscription
Medium (70–95%)	Flagged for quick human confirmation	New vendor invoice with ambiguous category, transaction with multiple possible VAT rates
Low (<70%)	Sent to accountant for full manual review	Unusual one-time transaction, foreign currency invoice, complex service agreement

This tiered approach means that roughly 80% of routine transactions are processed automatically, while accountants focus their expertise on the 20% that truly need human judgment.

Step 3: Human Review

Our in-house team of certified Polish accountants reviews flagged items in a dedicated review queue. Each reviewer:

• Sees the AI's suggested classification and reasoning
• Can approve, modify, or override the AI's decision with one click
• Adds notes explaining their reasoning (which trains the AI to handle similar cases better in the future)
• Escalates complex issues to senior accountants or tax advisors when needed

Step 4: Learning Loop

Every human decision feeds back into the system. When an accountant overrides an AI classification, the system learns from that correction. Over time, this means:

• Confidence scores become more accurate for your specific business
• Fewer items need human review as the AI adapts to your transaction patterns
• New employees or vendors are recognized faster after the first few transactions

Monthly Closing & Filing

At the end of each month, the hybrid process extends to filing:

1. AI generates draft filings — JPK_V7, ZUS declarations, and PIT/CIT advances are prepared automatically from the verified ledger data
2. Accountant reviews totals — A senior accountant reviews the aggregate figures, checks for anomalies, and verifies completeness
3. Final approval — The filing is submitted only after human sign-off, ensuring no automated error reaches the tax authorities

Annual Review

For annual financial statements and tax returns, the human involvement increases significantly:

• Full P&L and balance sheet review by a senior accountant
• Tax optimization analysis — Identifying missed deductions, optimal tax methods, and planning opportunities for the coming year
• Management reporting — Clear, plain-language summaries of your financial position delivered to your inbox
• Audit readiness — All documentation organized and cross-referenced for potential tax office inspections

Our Team

The human side of our hybrid model is powered by a team of professionals with deep expertise in Polish accounting and tax law:

• Certified accountants (Certyfikat księgowego) with 5+ years of experience
• Licensed tax advisors (Doradca podatkowy) for complex tax matters
• Specialists in international tax for foreign-owned companies
• Payroll experts with ZUS and Labour Law specialization

Every client is assigned a dedicated accountant who knows your business, understands your industry, and is available for direct communication when you need advice.

The Result

By combining AI and human expertise, Klaras AI delivers:

• 99.7% accuracy on transaction classification (vs ~95% for AI-only and ~97% for human-only)
• 90% faster processing compared to traditional accounting firms
• 30–50% lower cost than fully manual accounting services
• Zero missed deadlines — automated monitoring with human failsafe
• Full audit trail — every decision documented, whether made by AI or human

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Want to see the hybrid model in action? Book a demo and we'll walk you through a real-world example using sample data.