
Thomas Bayes
1701 – 1761
A pioneer whose work gave us a principled way to update belief in the light of evidence.
Posterior belief · sequential updating
BayKolm Limited · Hong Kong, China
We help small businesses take their first steps with AI. From everyday paperwork to technical inspection reporting, we identify useful opportunities, build focused tools, and help your team put them to work.
Fig. 01 — A distribution, shifted by your pointer.
About
BayKolm is named in tribute to Thomas Bayes and Andrey Kolmogorov, whose work made enduring contributions to probability, statistics, and the ideas behind modern AI.
We work with small businesses in traditional industries, starting with the processes their teams already know. We focus on reducing repetitive administration, making information easier to use, and helping staff review AI outputs with confidence.
BayKolm is a founder-led company at an early stage. We would rather say that plainly than imply a scale we have not yet earned.
Focus
Focused AI utilities
Service
Practical advisory
For
Small businesses · traditional industries
Foundations
From Bayes’ inference to Kolmogorov’s axioms, probability gives intelligence a language for uncertainty.

1701 – 1761
A pioneer whose work gave us a principled way to update belief in the light of evidence.
Posterior belief · sequential updating

1903 – 1987
A central architect of modern probability theory and its rigorous mathematical language.
Axiomatic measure · stochastic processes
BayKolm is named in tribute to these two figures and their lasting contributions to the study of uncertainty.
Services
Practical support for small businesses, from finding an opportunity to helping staff use AI in their daily work.
Explore consulting services and examples01
Practical assistance for document processing, reporting, knowledge lookup, and routine administration. We help staff learn the workflow, review AI outputs, and improve it using feedback from real work.
02
We help small businesses review workflows, choose suitable tools, and plan a manageable first pilot. Together we agree on data-handling requirements, staff training, and how to measure whether the change helps.
Example application · Inspection services
For a company supplying outsourced inspectors to traditional businesses, a focused pilot could support the team inspecting mechanical and electrical components. Start with the documentation around inspections and keep technical decisions with qualified staff.
01
Draft inspection checklists from customer specifications and approved procedures, with source references for inspectors to verify.
02
Organize inspector notes, recorded measurements, and photo references into the existing report template for review.
03
Highlight missing readings, units, evidence, and inconsistencies for the inspector to resolve before issuing the report.
Illustrative pilot, not a completed client case study. Inspectors verify source requirements and measurements, approve reports, and retain all acceptance decisions. Pilot results can be assessed through reporting time, corrections required, and reviewer feedback.
We are early. Current engagements are scoped directly with our founder, and we take on a small number at a time.
Approach
We look for the specific, repetitive work where a small intervention changes the outcome — not the widest possible use case.
We build the smallest thing that can be used on real work, with clear limits, so it can be judged honestly.
We measure against the original problem, keep what works, and are willing to stop what does not.
BayKolm works iteratively and responsibly. We do not promise guaranteed outcomes, and we will tell you when AI is not the right answer.
Contact
Tell us about your business and one task you want to improve. We can explore a practical first AI pilot together.
hello@baykolm.com
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