AI-Powered Document Processing in Practice
Typing out invoices, sorting receipts, checking data – accounting eats up time. A lot of time. DeepCloud promises to tackle exactly this: automatically recognizing documents, extracting data, and generating booking suggestions. Sounds like science fiction? It isn’t. In this article, we take a look at what DeepCloud actually delivers, where the limits lie, and for whom it is worth the investment.
Automation in accounting is not a new topic. Scanners, OCR software, and system interfaces have been around for a long time. However, most of these solutions require a lot of manual configuration, only work with standardized documents, and regularly produce errors that require time-consuming corrections.
DeepCloud – the AI platform from Abacus – takes a different approach: instead of rigid rules, it relies on machine learning. The system gets better with every invoice processed. But what does that mean specifically for your daily work routine?
What Exactly Is DeepCloud?
DeepCloud is a cloud-based platform for intelligent document processing developed by Abacus Research. At its core: Artificial Intelligence that “reads,” understands, and converts receipts into structured data.
The Key Features:
- Document Recognition: The system automatically recognizes the type of document – invoice, credit note, delivery note, or receipt.
- Data Extraction: Relevant information is read automatically: supplier, invoice number, date, amounts, VAT, payment terms, IBAN.
- Booking Suggestion: Based on the extracted data and historical bookings, the system suggests the appropriate account assignment.
- Learning Capability: The more documents are processed, the more precise the suggestions become. The system learns from corrections.
- Seamless Integration: The extracted data flows directly into Abacus accounting – without media breaks or manual transfer.
The Difference from Classic OCR
You might be thinking: “OCR has been around forever. What’s new about this?” The answer lies in the difference between text recognition and document understanding.
| Classic OCR | DeepCloud (AI-based) |
|---|---|
| Recognizes letters and numbers | Understands context and meaning |
| Requires fixed templates per supplier | Works independently of templates |
| Fails with unusual layouts | Adapts flexibly to new formats |
| Static rules | Learns continuously |
| High maintenance for new suppliers | New suppliers are recognized automatically |
An example: A classic OCR solution must be “trained” for every supplier – where is the invoice number, where is the amount, where is the VAT? With a new supplier, the game starts all over again. DeepCloud, on the other hand, analyzes the document semantically: it knows that a number next to “Total” is likely the invoice amount – regardless of exactly where it is located on the document.
What DeepCloud Delivers in Practice
Theory is one thing, practice is another. How well does DeepCloud work in the everyday life of a typical SME?
Recognition Rate
The recognition rate depends heavily on document quality. For clean PDF invoices, such as those most suppliers send by email today, experience shows it is around 85-95%. This means: for 9 out of 10 invoices, the essential data is correct right away.
It becomes more difficult with:
- Scanned paper invoices with poor resolution
- Handwritten additions or stamps
- Very unusual layouts (e.g., invoices in landscape format or with many graphics)
- Foreign language documents outside of German, French, Italian, and English
Time Savings
The honest answer: DeepCloud doesn’t do everything automatically, but it speeds up the process significantly.
Without DeepCloud (manual process):
- Opening invoice, searching for/creating supplier: 1-2 minutes
- Typing data (number, date, amounts): 2-3 minutes
- Performing account assignment: 1-2 minutes
- Total per invoice: approx. 5-7 minutes
With DeepCloud:
- Uploading invoice (or automatically via email): 30 seconds
- Checking suggestion and correcting if necessary: 30-60 seconds
- Approving booking: 10 seconds
- Total per invoice: approx. 1-2 minutes
For a company with 200 incoming invoices per month, this means: instead of 20 hours of manual entry, only 5-6 hours for checking and approval. The time gained can be used by your employees for more value-adding tasks – analysis, controlling, consulting.
Booking Suggestions
Automatic account assignment is particularly valuable. DeepCloud learns from your previous bookings: if invoices from supplier X have always been booked to account Y, the system suggests exactly that.
For recurring suppliers, the hit rate for account assignment is over 90% after a training phase. For new suppliers, the system makes an “intelligent suggestion” based on the invoice content – which should, however, be checked manually.
The Limits of Automation
As good as DeepCloud is – it is no replacement for an accountant. The technology has clear limits:
No Blind Trust
Even if the recognition rate is high: errors happen. An invoice for CHF 1,234.50 might be recognized as CHF 1,234.00 if the centimes are poorly legible. Or the system might confuse the invoice number with the order number. Final control remains with the human.
Complex Scenarios
DeepCloud recognizes standard invoices reliably. With complex scenarios, it reaches its limits:
- Partial payments and down payments
- Invoices with multiple VAT rates
- Credit notes referring to previous invoices
- Intra-community deliveries / Reverse Charge
- Project-based cost allocation
In these cases, DeepCloud provides the basic data, but the accounting assessment requires professional expertise.
Data Quality as a Prerequisite
The system is only as good as the data it receives. If your master data (suppliers, accounts, cost centers) is not maintained, even the best AI cannot make meaningful suggestions. Before implementation, you should get your master data in order.
For Whom Is DeepCloud Worth It?
Not every company benefits equally. The rule of thumb: the more incoming invoices, the greater the benefit.
Well-suited for:
- Companies with more than 100 incoming invoices per month
- Businesses with many different suppliers
- Companies already working with Abacus
- Firms wanting to relieve and professionalize their accounting
Less suited for:
- Very small companies with few invoices per month
- Businesses with almost exclusively cash transactions
- Companies whose invoices are mainly in paper form and of poor quality
Implementation: How to Get Started
The introduction of DeepCloud is technically straightforward but requires thoughtful preparation:
1. Check Master Data
Are your suppliers fully recorded? Are the accounts correct? Is your chart of accounts up to date? The cleaner the foundation, the better the results.
2. Define Document Flow
How do invoices get into the system? Via email to a central address? Through manual upload? Via a scanner? Define a clear process.
3. Plan for a Training Phase
In the first few weeks, the system needs time to learn. Expect to have to correct more at the beginning. With every corrected receipt, the system gets better.
4. Clarify Responsibilities
Who checks the suggestions? Who approves bookings? Who is responsible for corrections? Automation only works with clear responsibilities.
5. Roll Out Gradually
Don’t start with all invoices at once. Begin with a sub-area – for example, only supplier invoices above a certain amount – and expand gradually.
DeepCloud and Data Protection
A valid question: what happens to my data in the cloud?
DeepCloud is operated on servers in Switzerland. The data does not leave the country. The connection is encrypted, and access is strictly regulated. For companies that value data sovereignty, this is an important point.
Furthermore, the documents are only used for processing – not to train a general AI model that then serves other companies. Your data remains your data.
What Does DeepCloud Cost?
DeepCloud is typically licensed as an add-on module to Abacus. The costs depend on the volume – i.e., the number of processed documents per month.
A general statement is difficult, but as a guide: expect monthly costs for a typical SME in the range of a few hundred francs. This is offset by the saved working time – with 200 invoices per month and 3-4 minutes saved per invoice, that’s 10-13 hours. In most cases, the investment pays for itself quickly.
Conclusion: Meaningful Relief, Not a Miracle Cure
DeepCloud is not magic, but a real work tool. It takes the mindless typing off your hands, reduces errors from manual entry, and significantly speeds up the entire accounts payable process.
Expectations should be realistic: 100% automation is an illusion. But taking over 80-90% of routine work – DeepCloud can do that. And that’s exactly what makes the difference: your accounting team can focus on what they were trained for – understanding, analyzing, and advising on numbers – instead of just typing them in.
Would you like to know if DeepCloud is right for your company?
Together with you, we analyze your document volume, your processes, and your requirements. In a non-binding conversation, we will show you how DeepCloud would work in your environment – and what savings are realistic.
