← All writing

How I want Kaliits to compete in a market full of OCR tools

Human review and document extraction are already available elsewhere. Kaliits has to earn its place through workflow fit, clear scope and evidence from the team's own work.

If I describe Kaliits as different because it reads documents and includes human review, I have not explained much. Those capabilities already exist in other products. The more useful question is why a team would choose to work with Kaliits on its particular process.

My answer is about the scope I want to take responsibility for: one recurring document problem, the rules around it, the connection to existing tools, and a result the team can evaluate. That is a positioning choice I have to demonstrate, rather than a feature I can declare unique.

Give other tools credit for what they do

Microsoft documents invoice extraction and confidence outputs in AI Builder. Nanonets documents approval stages and rules for manual review before export. These are vendor descriptions of capabilities, not my independent performance comparison.

Microsoft: invoice processing in Power Automate

Nanonets: review stages and approval rules

That is enough to rule out a lazy claim that other tools merely extract text while Kaliits alone keeps people involved. I do not have a comparative benchmark that would support calling Kaliits faster, more accurate or cheaper.

The shared core is part of the approach

Changing requirements during OCRAgent's development led me toward a shared document-processing core and separate workflow plugins. That is how I want to accommodate different requests without pretending that import checks, three-way matching, ERP insertion and email automation are one identical process.

This is an engineering approach rather than an exclusive feature. Its value still has to show up in implementation: clearer boundaries, practical adaptation and behavior the team can test. Each new workflow and integration needs its own scope.

Start with the team's actual gap

A team with a well-configured invoice platform may already have the controls it needs. Another team might have a suitable ERP feature that nobody has configured. A third might need an integration or a review process that sits between existing systems.

I want Kaliits to investigate that gap before proposing its own software. Otherwise, I risk selling another application for a problem the current tools can already solve.

Make the comparison about the whole workflow

For an illustrative purchasing process, I would ask each option to handle the same cases: a complete match, a partial receipt, an unreadable field, a missing record and a connection failure. I would also ask where the reviewed result goes.

That exposes the difference between a feature being available and a workflow being usable. Who configures the rule? Can the reviewer inspect the source? Who owns maintenance? What happens after a correction? The answers matter more than a polished upload demonstration.

The local focus needs specific work behind it

Kaliits focuses commercially on Morocco, with import-dossier readiness and purchasing mismatches among its first controlled-pilot applications. That focus helps define the processes to investigate. It does not establish that every Moroccan company has the same problem or that an international product cannot fit.

The useful local work is concrete: understand the documents, language, owners, existing tools and accepted evidence in the actual process. Geography belongs in discovery and implementation, not in a claim of automatic superiority.

A service and a product carry different commitments

Buying a platform can be appropriate when the team can configure and operate the workflow itself. A scoped implementation can be useful when the unresolved work concerns rules, connections, exceptions or handover. The comparison should include that implementation effort and continuing ownership.

Kaliits' current services are offered as controlled pilot work. I would want the agreement to state the boundaries, acceptance tests and recovery procedure. I cannot justify a platform subscription comparison with an unverified price or a promise about unlimited custom work.

How I want to earn the difference

The difference should become visible in the team's evaluation: the right evidence is available, the next action has an owner, the agreed handoff works, and operating the change is practical. If another option delivers that with less effort, the team should know.

That is a more demanding way to compete because it makes the claims testable. It also gives Kaliits a clearer purpose: help a team close a defined operational gap and keep the result understandable.

Review the current Kaliits offer

Bring the workflow you want to compare

All writing ↗