Get in touch
Services

Everything between your raw data and a system your team uses every day.

Kalson takes on data and AI work end to end: understanding the problem, preparing the data, building the model or application, deploying it and keeping it running. You can hire the whole chain or only the part you need.

Data analysis and dashboards

One trusted view of sales, stock, finance and operations, refreshed automatically.

Usual tools
  • Python
  • pandas
  • SQL
  • Matplotlib
  • Seaborn
  • Streamlit

The problem

Someone spends hours every week copying numbers from different systems into the same spreadsheet, and managers still argue about which figure is right.

What you get

Your data is pulled into one clean, documented dataset, and managers get a dashboard that updates itself and answers the questions they actually ask.

Common uses

  • KPI and management dashboards
  • Automated weekly and monthly reporting
  • One-off analyses that answer a specific business question
  • Sales, margin and customer analysis

What can be delivered

  • A cleaned, documented dataset
  • An interactive dashboard or web report
  • Automatic refresh on a schedule
  • A short guide for your team
Ask about this service

Machine learning and forecasting

Forecast demand, spot customers who are about to leave, catch unusual transactions, and set prices with evidence instead of guesswork.

Usual tools
  • Python
  • scikit-learn
  • PyTorch
  • TensorFlow
  • NumPy
  • SciPy

The problem

Stock, staffing and purchasing are planned on gut feeling, so you end up with too much of one thing and not enough of another.

What you get

A model trained on your own history that predicts what is coming, with its accuracy measured on data it has never seen and a simple way for your team to use the numbers.

Common uses

  • Sales and demand forecasting
  • Predicting which customers are about to leave
  • Flagging unusual transactions and possible fraud
  • Pricing and promotion analysis

What can be delivered

  • A trained model, with its accuracy measured on data it has never seen
  • Forecasts delivered where you work: a dashboard, a spreadsheet or your system
  • Retraining on new data
  • A plain-language report of what drives the results
Ask about this service

AI and LLM applications

Assistants, document processing and internal search built on your own documents.

Usual tools
  • Python
  • OpenAI API
  • FastAPI

The problem

Your team types data from PDFs and emails into your systems by hand, or answers the same questions from customers and staff over and over.

What you get

An AI tool built on a large language model (LLM, the technology behind ChatGPT) that reads your documents, pulls out what matters, checks it against your rules and drafts the answer, with a person approving before anything is final.

Common uses

  • Reading invoices, forms, claims and contracts, in English or Arabic, into structured data
  • Assistants that answer from your own documents and cite the source
  • Internal knowledge search across files and policies
  • Drafting reports, summaries and product descriptions

What can be delivered

  • A working web app or an API connected to your systems
  • Tested on a sample of your real documents before you commit
  • Human review built in where mistakes would be costly
  • Clear running costs for the AI service
Ask about this service

Computer vision

Models that inspect, classify and sort images, and highlight what each decision was based on.

Usual tools
  • Python
  • PyTorch
  • TensorFlow
  • FastAPI

The problem

People inspect photos, scans or products by eye, which is slow, inconsistent and hard to scale.

What you get

An image model trained for your task, with a heatmap that highlights the parts of each image behind its decision, so your team can check its work and trust it.

Common uses

  • Visual quality inspection and defect detection
  • Image classification and sorting
  • Finding and counting items in site, shelf or vehicle photos
  • Reading labels, meters and serial numbers from photos

What can be delivered

  • A model trained and evaluated on your images
  • Explanations (heatmaps) for each prediction
  • An API or app your team can use
  • A report of accuracy, limits and failure cases
Ask about this service

Data pipelines and automation

Connect your ERP, CRM, spreadsheets and APIs so data flows without copy and paste.

Usual tools
  • Python
  • pandas
  • SQL
  • PostgreSQL
  • MySQL
  • SQLite

The problem

Your data lives in an ERP, a CRM, a point-of-sale system and a dozen spreadsheets that do not talk to each other.

What you get

Automated pipelines that collect, clean and join your data on a schedule, so every report and model starts from the same reliable source.

Common uses

  • Pulling data from systems such as Tally, Odoo, Zoho, SAP Business One and online stores
  • Cleaning and joining spreadsheets into one database
  • Daily reports and alerts, sent by email or WhatsApp
  • Connecting systems through their APIs

What can be delivered

  • A documented pipeline that runs on a schedule
  • A central database or data warehouse
  • Checks that flag missing or broken data
  • Handover documentation
Ask about this service

Deployment and maintenance

Turn a working model or script into a secure tool your whole team can use, and keep it running.

Usual tools
  • FastAPI
  • Docker
  • AWS
  • Git and GitHub

The problem

You have a model or a script that works on one laptop, but nobody can use it, and nobody knows if it still works.

What you get

Your model running as a secure app, or as an API your other systems can call, packaged so it runs the same everywhere, with monitoring and a plan for updates.

Common uses

  • APIs that let your other systems use a model or AI tool
  • Packaging with Docker and deploying to your cloud or servers
  • Logging, monitoring and alerts
  • Monthly maintenance and support

What can be delivered

  • A documented API with interactive docs
  • Docker images and deployment scripts
  • Monitoring and a clear update process
  • Optional monthly support plan
Ask about this service

Data and AI consulting

A clear, costed plan before you build anything: what to do first, what it is worth, and what to skip.

The problem

Every vendor promises AI, and it is hard to tell which ideas would pay off, what your data can support, and what a sensible first project would be.

What you get

A short, fixed-price review of your processes and data that ends in a written plan: the opportunities ranked by value and effort, what each would cost, and the first step to take.

Common uses

  • Data and AI opportunity assessments
  • Data audits: what you have, what is missing, what you can trust
  • Choosing between ready-made tools and a custom build
  • Reviewing a vendor proposal or an existing model

What can be delivered

  • A written report in plain language
  • A ranked list of opportunities with estimated cost and value
  • A presentation for your management team
  • A scoped first project, if you want to go ahead
Ask about this service
Projects

See these services in real systems.

Three complete projects, each combining two or three of the services above.

Ways to work together

Start with a pilot. Grow when it works.

Every stage has a written scope and a fixed price, paid partly upfront and the rest at milestones you can see.

Pilot

To prove an idea on your own data

A small, clearly scoped project that delivers a working result in a few weeks: a first dashboard, a forecast for one product line, or document extraction on one type of form.

  • Fixed price
  • Working result, measured honestly
  • Decide on the next step with evidence

Full system

When the pilot works and you want it everywhere

The complete system, connected to your data and deployed where your team works, with documentation and a handover session for your team.

  • Fixed price with milestones
  • Deployed and documented
  • Source code handed over

Monthly support

To keep it running and improving

Hosting, monitoring, updates, retraining models on new data and small changes, for a fixed monthly fee.

  • Fixed monthly fee
  • Monitoring and fixes
  • Small improvements included

Not sure which service you need?

Many problems need two or three services together. Describe the problem in plain words and I will suggest where to start.

Send a message

Free first conversation, no commitment.