OCR, chatbots or document AI: which fits your files?

All four approaches below can read a page. They differ in what happens next: whether the right value is picked out, checked, reviewed and saved in the right record. This page compares general categories, not specific products.

OCR software

What it does: Turns the image of a page into text. Major OCR services read Arabic and Turkish text.

Where it stops: It does not know which number is the total, whether the total is right, or where it should go. Someone still has to pick out the fields and type them in.

General chatbots

What it does: You upload a file and ask for the fields. On a clean page the answer is often good.

Where it stops: One file at a time, results can change from one run to the next, long tables and Arabic layouts are where mistakes hide, and nothing checks the answer or keeps a record.

Document AI platforms

What it does: Extraction models, review screens, exports and APIs, built for high-volume teams.

Where it stops: You set it up, maintain it and connect it to your CRM yourself. Support for Arabic and Turkish differs from one feature and document type to another.

A workflow built with you

What it does: Extraction plus your own rules, a review step for the exceptions, and the connection to your CRM, set up for your documents.

Where it stops: It takes a pilot to prove on your files, and it suits a business that wants it run with them rather than a self-serve tool.

IDP vs AI chatbots

Why not just upload it to an AI chatbot?

General AI chatbots are impressive readers, and document AI can use the same kind of models inside. The difference is everything around the model: what happens before the answer and after it.

  • How you use it

    General AI chatbot: One file at a time, in a chat

    Inbat IDP: Batches by upload or email, the same steps every time

  • What you get back

    General AI chatbot: Free text or a table you copy out

    Inbat IDP: The same named fields, in your format, every run

  • Checking the numbers

    General AI chatbot: You check everything yourself

    Inbat IDP: Rules check totals, VAT, dates and ID formats

  • When it is unsure

    General AI chatbot: May still answer confidently

    Inbat IDP: Each field has a confidence score; low ones go to a person

  • Proof of where a value came from

    General AI chatbot: Usually none

    Inbat IDP: Each value shown next to its place on the page

  • Getting it into your system

    General AI chatbot: Copy and paste

    Inbat IDP: Approved fields written to your CRM

  • Your data

    General AI chatbot: Depends on the plan and settings you pick

    Inbat IDP: Terms agreed in writing: retention, deletion, no training without consent

  • Best for

    General AI chatbot: Occasional one-off files

    Inbat IDP: A daily process with many files

We may use large language models as one step in the pipeline. What we add is the process: fixed fields, rules, confidence scores, human review and delivery to your CRM.

Why Inbat

Reading the page is the easy part

What matters is the right value in the right record.

  • Mixed-language files, checked as one set

    Arabic, Turkish and English on the same page, and related files compared with each other: the amount on a receipt against the reservation, the quantity on an invoice against the packing list.

  • Human in the loop for low-confidence fields

    Every field gets a confidence score and is checked by rules: totals, VAT, dates, ID formats. Anything below the threshold or failing a rule waits for a person instead of entering your CRM.

  • Your staff see only the exceptions

    Each flagged field is shown next to where it came from on the page, so a check takes seconds instead of a full retype.

  • Built with you, connected to your CRM

    We meet at your office in Istanbul or on video, set the rules for your documents, and write approved fields to Zoho first. NDA on request.

Ways to handle these files today

  • Typing by hand

    Good atFlexible, no setup.

    Watch out forSlow, typos, nothing checks the totals.

    Choose this ifYou handle a few files a week.

  • General chatbots

    Good atFree and instant on clean pages.

    Watch out forOne file at a time, results vary, no checks and no CRM record.

    Choose this ifYou have occasional one-off files.

  • OCR software

    Good atCheap per page; reads Arabic and Turkish text.

    Watch out forYou get text, not checked fields or CRM records.

    Choose this ifYou have developers to build the rest.

  • Document AI platforms

    Good atMature review screens, exports and APIs.

    Watch out forYou set it up and run it yourselves; Arabic depth varies by feature.

    Choose this ifHigh volume and an in-house team to run it.

  • Inbat

    Good atMixed-language files, rules, exceptions-only review, CRM write-back.

    Watch out forWe are new, so we start with a pilot on your own files.

    Choose this ifYou want it set up with you, starting small.

General categories, not specific products. Capabilities vary by vendor and plan, and some CRMs can read documents on higher tiers.

Bring 20 files and compare against whatever you use now.

Questions

Is OCR enough for invoices?

OCR gives you the text on the page. To get a usable record you still need to find the fields (supplier, totals, VAT, dates), check them and enter them. That last part is where the time goes.

Can a chatbot extract data from my invoices?

For an occasional clean file, often yes. For a daily process it falls short: there are no rules checking the result, no review step, no audit trail, and nothing writes to your CRM.

What does document AI add over OCR?

It turns text into named fields, scores how certain each one is, checks them against rules, and sends only the doubtful ones to a person before the data is saved.

Do I need a platform or a custom-built workflow?

If you have high volume and a team to configure and run software, a platform can be the right choice. If you want it set up for your documents and connected to your CRM with you, start with a small pilot.

See how it works on Inbat IDP or run a 2-week pilot on your own files.