When I explain Kaliits, a list of technologies is a poor place to start. A better place is the moment when a document arrives and the person responsible cannot yet finish the job. The missing step might be a check, an approval, another document, or information that needs to reach a different tool.
The direction grew from my first OCRAgent workflow: grab documents from inboxes, read them and compare them. As requirements changed, the possible applications expanded. That is why I want to describe Kaliits through the work around the documents, rather than only through OCR.
Kaliits works on those document-heavy workflows through systems integration and bounded automation. The current commercial scope includes controlled pilots for import-dossier readiness and purchasing mismatches. Feasibility depends on the process, available access and representative cases.
Follow one case from arrival to handoff
Imagine a fictional supplier invoice arriving by email. The purchasing information lives in an ERP. Receiving keeps an accepted-quantity record. Finance needs a reviewed result before taking the next step. The invoice itself is only one part of the case.
A useful intervention could collect the agreed inputs, propose the necessary fields, compare them under the team's rules, and route unresolved differences to the right person. The accepted result could then be prepared for the agreed destination. This describes a possible pilot scope, not a claim that every email or ERP connection is already available.
Integration connects the records
Systems integration concerns how the agreed tools exchange information. Where access permits, Kaliits can scope connections between email, spreadsheets, an ERP or an internal application. The existing system of record keeps its role.
Before building anything, I want to know whether the software already supports a suitable import, export or native capture feature. A reliable CSV handoff may be enough. A custom connection should solve a specific gap that the team can explain.
Document handling prepares information for review
Document handling covers extracting and comparing the information the workflow actually needs. Choosing the fields is part of the work. Reading every possible value is less useful than reading the right references and showing the source when a person needs to check them.
Extraction confidence and business agreement are different questions. A quantity can be read clearly and still disagree with the receipt. A weak scan can make a correct value uncertain. The reviewer needs to understand which situation they are dealing with.
Automation moves a case to its next owner
Workflow automation concerns the trigger, the checks, the next task and the exception path. If a required document is absent, the useful result may be a request to obtain it. If two references conflict, the useful result may be a review task with both sources attached.
That also explains operational visibility. A team should be able to see what is waiting, why it is waiting and who can move it forward. Sending another notification is only helpful when it points to a clear action.
The same foundation can serve different purposes
The plugin direction is meant to support distinct requests: three-way matching, import checks, reviewed ERP insertion, or document-based email automation. These are workflow scopes to configure and evaluate. They are not a promise that every ERP connector or email action is already implemented.
For example, an email workflow might prepare a request for a missing document, with the case evidence attached for review. An ERP workflow might prepare accepted fields for a controlled import. The person approving the action and the destination system have to be explicit in either case.
A pilot needs a written boundary
The Kaliits services page describes a Workflow Sprint scoped after a diagnostic. The work begins with sources, owners, access requirements, exclusions and a baseline. Representative tests and acceptance criteria belong in that scope. Price and delivery dates are agreed in writing.
I would want the pilot to include ordinary cases, missing evidence, disagreement and connection failure. A demonstration that processes one tidy file does not tell the team what happens when an upload fails or an invoice revision arrives.
What a useful first conversation looks like
Bring one recurring exception, the documents involved, the tools you use and the person who decides. Redacted examples can help explain the sequence without sharing confidential information unnecessarily. We can then discuss whether the gap calls for a procedure change, a native feature, an integration or document processing.
The goal is a small improvement the team can evaluate in its own work. Expansion should follow evidence from that pilot, with the team deciding whether the result is useful enough.