We automate the routine nobody counts.

We work on processes where the input is text or a document and the output is a structured field: invoice and contract processg, report preparation, enquiry routing and policy search. We calculate the hours first, then implement.

Documents · Reporting · Enquiries · Policies

The arithmetic

Value is simple to calculate: operation frequency × minutes per operation × hourly cost

An operation taking 15 minutes, performed 40 times a day, is 10 hours daily, or two full months of one person’s work per year. These processes are easy to overlook individually but visible in the budget.

If a process can be described by “if–then” rules, we propose ordinary automation without a model. It is cheaper, faster and more predictable.

  1. 01How often the operation is performed
  2. 02How many minutes one unit of work takes
  3. 03What comes in: a form, document or available text
  4. 04How many systems are involved and where the gaps are
  5. 05Cost of errors and how they are caught now
  6. 06Who approves the result before the next step
Anonymised fragment: process map with manual steps

Scenarios

Four types of processes where the effect appears fastest

01 · Documents

Review of invoices, contracts and delivery notes

It extracts details, amounts, deadlines and terms into a structured format and accounting system. Ambiguous fields are marked for testing rather than guessed.

02 · Reporting

Collecting summaries and explaining deviations

A regular report is built from your sources, with a text explanation of what changed and why. The manager reads the conclusion instead of building a table.

03 · Enquiries

Enquiry classification and routing

Incoming emails, tickets and internal queries are sorted by topic, urgency and owner. Duplicates are merged, and routine cases are closed with a template.

04 · Knowledge

Search across procedures and documentation

A colleague asks questions in their own words and gets answers with links to the source document. Fewer requests reach colleagues and fewer decisions rely on memory.

Automating disorder only makes disorder faster. Process first, model second.

Pilot

One process and one department — and honest measurement

We take a limited scope: one process with the highest number of repetitions. We compare it with how the process worked before.

  1. 01Process and department selection
  2. 02Baseline time measurement
  3. 03Journey on your data
  4. 04Verification before the next step
  5. 05Scaling decision

We measure time per unit of work, the share of operations completed without edits, errors that required fixing and model cost. If savings are lower than the retention cost, we do not propose scaling.

Honest boundary

What we We do not hand over the model

  1. 01 · Solution

    Payments, contracts and HR questions

    The model prepares a calculation or draft; a person approves it. We do not launch actions with financial or legal consequences automatically.

    Approval step · Action log

  2. 02 · Exceptions

    Non-standard cases and poor input-data quality

    An unreadable scan, non-standard form or conflicting data is not a reason to guess. Such items are marked and sent for manual review.

    Confidence threshold · Review queue

  3. 03 · Data

    Trade secrets and personal data

    We transfer the minimum data needed for the task, anonymized where possible. The model provider, processg region and retention period are agreed at launch.

    Data minimisation · Retention policy

Process

How the project works

After diagnostics, you receive a process map with savings estimates for each process.

  1. 01

    meeting 30 minutes

    which processes hurt, how many people are involved, which systems are used and where delays occur.

  2. 02

    Diagnosis and calculation

    We measure operation frequency and duration, separate what rules can solve from what requires a model, and calculate savings for each scenario.

  3. 03

    Pilot on one process

    Work with mandatory human review, an edit and error log, and comparison with the baseline measurement.

  4. 04

    Scaling and integration

    Integration with accounting systems and storage, a team runbook, and monitoring of quality and model costs.

Cost

We start by calculating savings, then implementation

Payment for models and third-party services goes to providers according to actual usage.

Process diagnosis2–3 weeks

from $2 000

Measurement of current operations and a scenario queue ranked by savings, cost and risk.

  • Process map with time at every step
  • What rules can solve and what requires a model
  • Savings estimate in hours and money
  • Implementation plan by priority
Calculate the benefit

Pilot and implementation4–6 weeks

from $4 000

One key process with quality control and integration into your systems.

  • Journey on your data
  • Integration with accounting, email and storage
  • Quality control and approval step
  • Report on actual savings
Discuss Pilot

Questions

What people usually ask about AI in processes

Standard automation works where a process is described by rules: if a field equals a value, perform an action. AI is needed where the input is text, a document or unstructured data and a person repeatedly makes a decision based on meaning. If rules can solve the challenge, we say so — it is cheaper and more reliable.

We start with work performed often, taking many minutes per item and having an acceptable cost of mistakes. We leave rare, complex processes with expensive mistakes to people — the savings would not cover the risk.

Accuracy is high for standard forms and lower for poor-quality scans and non-standard forms. Therefore, the process includes a test: ambiguous fields are flagged and sent to a person instead of passing silently.

Usually not. We work with what already exists: the accounting system, CRM, email and document storage. Replacing systems is a separate decision, and we do not propose it merely to implement AI.

The process is built so that consequential decisions remain with a person: the model prepares and a colleague approves. For each scenario, we define what must be checked and what may pass automatically.

Diagnosis takes 2–3 weeks; a pilot with one process takes 4–6 weeks, including before-and-after measurement. Further scaling depends on what the figures show.

Start

We calculate hours spent on routine work — and we will say what is worth automating

A 30-minute online meeting with the founder. We will review the two or three hardest processes and the systems they use, then send a written summary.







    We will send confirmation and a meeting link. No presentations – straight to your numbers.

    INFO@SHEKER.AGENCY+38 097 789 84 09SHEKER.AGENCY