Your shared ledger
One receipt, split across a group
A mixed receipt is photographed after a group meal. The model itemises it and a deterministic calculator works out what each person owes, so the balances settle themselves.
Financial data automation
A model reads the receipt. Your code does the arithmetic.
The part of this that touches money is ordinary code, and code does not approximate. The model is there to read what arrived and decide what it is, which is the part people are slow at.
- Arithmetic never runs through a model
- Every entry traces to a document
A transactionFeed or receipt
The model sorts itReads and categorises
Code does the mathsDeterministic
Your ledgerUpdated as it lands
Held for reviewBelow your threshold
What financial data automation is
Financial data automation moves a transaction from wherever it arrives into your ledger without somebody retyping it. A model reads the receipt or the bank line and decides what the entry is. The arithmetic that follows runs in ordinary code, so totals and splits are calculated rather than predicted.
The month end scramble
Finance runs on data that arrives in the wrong shape. Somebody exports a CSV, matches rows against a statement, and fixes what does not line up. It absorbs the last week of every month and it gets worse as volume grows.
- 01
Exports, then matching by eye
A statement in one window, a spreadsheet in the other. Somebody reconciles them line by line.
- 02
Categories decided twice
The same supplier gets filed two ways by two people. The report that comes out is wrong in a way that nobody downstream can see.
- 03
A formula nobody has checked
The spreadsheet everything depends on was built by somebody who has since left the company. It works until a row goes in the wrong place.
The architecture of an automated ledger
- 01
Data in, whatever the shape
Bank feeds arrive as structured rows, and receipts arrive as photographs taken on a phone. A vision model handles the second.
- 02
Categories decided by meaning
A model reads the line and the supplier, then decides what kind of entry it is. It follows how your team categorised the same thing before.
- 03
Arithmetic in ordinary code
Totals and splits never pass through a model. They run in deterministic code, which is auditable and gives the same answer every time.
How the first three weeks run
- Week 1
01We follow the money by hand
Two days with whoever does the reconciling now. Every manual step gets a cost against it.
- End of week 2
02You get a costed plan
The plan names which part of the pipeline to automate first, and what it saves each month. You decide whether it goes ahead.
- From week 3
03It runs beside your current process
The pipeline goes live alongside what you do now, so the two can be compared. Nobody switches off the spreadsheet on trust.
A spreadsheet against a pipeline
This compares two ways of getting the same numbers. One of them can be checked afterwards.
| Measure | Spreadsheet reconciliation | An automated pipeline |
|---|---|---|
| Getting data in | Exported and retyped | Read from the feed or the receipt |
| Deciding a category | Whoever is doing it that day | The same rule, applied every time |
| When it happens | A scramble at month end | As each transaction lands |
| Doing the maths | A formula nobody has audited | Code that is versioned and tested |
| An entry that looks odd | Found later, if at all | Held back for somebody to confirm |
Financial automation in action
Three jobs where the numbers already exist. Each one splits the same way, with a model doing the reading and code doing the calculating.
Your billing records
Recurring charges that drifted
Subscription charges and reward balances are watched as they post. Anything that does not match what the plan says it should be gets held up before it reaches a customer.
Your accounts system
An invoice matched to a payment
A vendor PDF arrives and is read into fields. Those are matched against the bank feed, and the verified transaction is pushed into whichever system your books already live in.
Where the model is allowed to touch
The split matters more here than anywhere else. A model is good at reading a document and a poor choice for calculating a balance.
- The model reads and sorts
- Extraction and categorisation, which is what it is good at.
- Code does every calculation
- Totals and balances run in tested code and nowhere else.
- You set where it stops
- Anything the model is unsure of waits for a person, at a threshold you choose.
What the pipeline is built from
We build the ledger rather than bolting onto somebody else's. Nothing on this list is a requirement, and the work goes ahead against whatever your software was built on.
- Reading what arrives
- Vision modelsReceipts and invoicesClaudeDeciding what an entry isEmbeddingsMatching a supplier to its history
- Where the ledger lives
- PostgreSQLThe ledger itselfMySQLIf that is what you runLaravelThe application around it
- Doing the arithmetic
- PythonCalculations, testedStripePayments and billing feedsn8nWhat runs when a row lands
What people sayNot our words.
Not our words.
Theirs.
Every quote here is a real Trustpilot review. We did choose which ones to show you. The score beside them is the part we do not control, and it counts all 29 reviews.
Trustpilot4.4out of 5Excellent29 reviews · checked 19 August 2026Read all of them
These reviews are for Appkodes, our software product division.
A Joysale client on the product and the service
He runs a marketplace built on Joysale, our Letgo style product. The clip is his own account of working with us.
A Fantacy client on the build
Fantacy is our Amazon style retail product. He goes through what was built and how the work ran.
An Airfinch client, filmed after his written review
Airfinch is our Airbnb style rentals product. He had already left the same review on GoodFirms before recording this.
A second Joysale client on the same product
Another marketplace running on Joysale. Worth watching beside the first, since the two bought the same thing.
Trustpilot
I've worked with Appkodes for 7 years on 4 different projects. We constantly require support or the implementation of new features, and we have the guarantee that the quality of their work remains the same throughout this time.
Juan VásquezSep 2025Trustpilot
Appkodes exceeded all of our expectations! From the very first contact, the team demonstrated a high level of professionalism, technical expertise, and commitment to quality.
Global SoftwinMay 2025Trustpilot
Appkodes team helped me to launch my healthcare application very quickly. Their software was very close to my requirements and adding some extra features made my project easy.
WassimApr 2025Trustpilot
I so much love your services and I will continue to patronize your company.
Kolawole Alaba JohnsonApr 2025Trustpilot
I worked with AppKodes for a website and mobile app development project, and overall, I'm very satisfied with the results. Their team was responsive and flexible throughout the process, and they delivered a product that met my expectations both in design and functionality.
Яша ФирузApr 2025Trustpilot
It was a good experience working with the team. They understood my ideas clearly and built everything as expected. The team was supportive, quick to respond, and helped me whenever I needed changes. Thank you for your hard work and support!
Prem SharmaApr 2025Trustpilot
I have got a mobile app project going on successfully with the team. Their Support is good. turn around time for any requirement is great. Every detail of my app is meticulously designed. THANK YOU APPKODES.
Fast Fiber NetworksApr 2025Trustpilot
Appkodes is a leader in developing high-quality applications and websites. It was a pleasure working with them, and this certainly won’t be our last collaboration. My experience was exceptional, they developed an outstanding app and website, with smooth and refined interactions.
BaderApr 2025Trustpilot
Overall very good experience. I have been availing services for past 3 years. They are available for discussions and resolving issues whenever we faced any. Mr. Saravana has been looking after our project and I'm very much happy with his timely response. I would definetely recommend.
Vannala RajuApr 2025Trustpilot
Initially, I was hesitant to deal with them, believing their customer service would be poor. However, I was surprised. They act with great responsibility and professional efficiency. My regards to them.
Ahmed NhariApr 2024Trustpilot
You have been supporting me very quickly in every matter, especially in the last 2 months, and this makes me very happy.
Deniz SeçerJan 2024Trustpilot
Very professional. Our project was quite complex and they covered all the aspects. Appkodes did an amazing and professional job developing and creating our Apple and Android apps. I was positively impressed with the communication you can absolutely trust on what they say.
Anu JosephJul 2023Trustpilot
Mani and Saravanan of the Appkodes team are amazing, they have done the best to create and support my project! I give them 10/10 stars for their efforts and work!
Joely CineasJul 2023Trustpilot
It was really great, they are there for me whenever I had a problem or to fix something. Thank you so much Ameer
GomezApr 2023Trustpilot
I've been working with Appkodes for almost a year and i can recommend them to work with as they are so much friendly and professional and you can clearly see it once you start your project right away. They are intact and they are transparent with their communication.
JohnFeb 2023Trustpilot
I have to be honest, sometimes it's hard to find a company or someone abroad to do your project. Not only might you waste your time and money, there is this thing called trust. In business you must trust the person you are dealing with.
Zack GizawDec 202216 of 29 reviews, plus 4 videos
Businesses we have built for
Frequently asked questions
Can we trust a model with our money?
It never gets the chance. The model reads documents and decides categories, and that is the whole of its job. Every total, split and balance is calculated by ordinary code that is versioned and tested, which does not approximate and gives the same answer twice.
Do we have to replace our accounting software?
No. The pipeline sits between what you already run and where the data comes from, pushing verified entries into the system your books live in. Replacing an accounts package is a separate project and rarely the one worth doing first.
What happens when it cannot categorise something?
It stops and asks. Anything the model is not confident about is held for a person to confirm rather than filed on a guess. You decide where that line sits. Most teams set it tight at first, then relax it.
What is financial data automation AI?
It is using a model for the reading and the sorting, and code for everything that touches a number. The AI half handles receipts and bank lines arriving in whatever shape they arrive in. The calculating half stays deterministic on purpose.
Do you do AI ledger automation for shared accounts?
Yes, and shared accounts are exactly where the deterministic half earns its keep every time. Who owes what across a group is arithmetic, and it needs an audit trail behind it. A model is the wrong tool for that and a calculator is the right one.
Do you do fintech AI integration?
Fintech AI integration is exactly what this is. If you ship a financial product yourself, the same split applies, and your own code owns every figure a customer sees.
How does automated expense reconciliation actually work?
Receipts and bank feeds come in through the same pipeline and are matched against each other. What matches is written through. What does not is held with both sides visible, so whoever looks at it can see why in seconds.
Next stepLet AI do the repetitive
Let AI do the repetitive
half of the job.
Data entry, answering the same tickets, chasing numbers between systems. We automate the parts that repeat. Your team keeps the parts that need judgement.
