AI AND BUSINESS AUTOMATION

Pay for
results.

We redesign business functions so AI handles suitable repeatable work and the owner can verify the outcome. WAYMORR reduced monthly operating expenses by roughly 98%. We calculate the economics of your own workflow before implementation.

Assess my opportunity ↗

WAYMORR: already running

internal reports, September 2026
Equipment accounting (PIM)first version in 11 days
External API requests≈ −84%
Release downtime15–22 min → seconds
Own systemsPIM, ERP, Cockpit, analytics
See the WAYMORR case ↗
May 2026September 2026100%≈ 2%WAYMORR’s monthly spending fell by approximately 98% from May to September 2026, while the volume of work grew.
01 / OUR OWN BUSINESS CASE

WAYMORR.
AI at work across a company.

Equipment · infrastructure · digital products

We used AI to build working systems and support day-to-day operations across WAYMORR: from equipment records and settlements to content, documents and management. Here is what we built, the work it takes off people’s hands and where human decisions remain essential.

Results we can put numbers to

WAYMORR’s change in spending and technical results from internal reports.

May 2026September 2026100%≈ 2%WAYMORR’s monthly spending fell by approximately 98% from May to September 2026, while the volume of work grew.
≈ −84%

API requests
after integration optimisation

Lower load on the integration
Down to seconds

release downtime
previously 15–22 minutes

Monitoring project · completed work

A new page.
A visualisation.
A new website section.

From the task to a first working version

Outsourced team
1–2 weeks
In-house developer
2–3 days
Your own AI
15 minutes
Developer
$41.50 / hour
AI subscription
$150 / month
Illustrative scenario based on the founder’s experience. Timings refer to a first working version with access available and a clear task. Review, approval and publication may take additional time.USD equivalents use the Bank of Russia rate dated 26 September 2026. Amounts are rounded to whole dollars; the hourly rate uses two decimal places. Fixed conversion as of this date.The developer rate and subscription budget are illustrative inputs. The subscription excludes human time, paid APIs and infrastructure; total cost depends on the task.
HOW IT FITS TOGETHER

Each area has its own data, tools and operating rules.

01

Business systems

CRM, finance, inventory, websites, documents and analytics.

02

AI workflows

Analyse tasks, prepare documents and help build and maintain tools.

03

Automation

Data collection, calculations, reconciliation, history and alerts.

04

People

Review results, handle exceptions and make decisions.

WAYMORR case · before / after

Drag the slider.
Every area, before and after.

Nine areas we rebuilt in our own company. Left: how it was. Right: how it works now.

AFTER
BEFORE
Based on WAYMORR internal reports and founder data, September 2026

What changed at WAYMORR

Concrete tools, completed work and clear boundaries in each area.

01Management

The owner’s cockpit

A shared view of data from day-to-day systems.

We built a system that reads CRM, finance, inventory and other sources, retains history and prepares role-specific briefings. Code calculates the figures; AI helps interpret them.

Deadlines and obligations are brought together for review.
Work taken off the team’s hands

Gathering reports, reconciling obligations, finding overdue items and preparing decisions.

WHERE PEOPLE REMAIN RESPONSIBLE

The owner decides on payments, priorities and actions.

02Inventory, logistics and service

Every asset, through its full lifecycle

From receipt and repair to sale and supplier settlement.

We built PIM: a serial-number register, transfers confirmed by the receiving party, service records, commissions and partial payouts. Repair costs are linked to supplier settlements.

Equipment, movements, repairs and settlements are connected in one system.
Work taken off the team’s hands

Maintaining separate stock spreadsheets, chasing status updates and recalculating commissions.

WHERE PEOPLE REMAIN RESPONSIBLE

The team handles equipment, confirms handovers and executes payments.

03Documents and archives

Find the document behind the asset

Customs records linked to serial numbers.

We processed an archive of declarations using scan recognition, serial-number extraction and duplicate checks. A device’s origin document can be found by its serial number.

Search replaces manual browsing through archived PDFs.
Work taken off the team’s hands

Opening archive files and searching for individual devices by hand.

WHERE PEOPLE REMAIN RESPONSIBLE

A specialist reviews uncertain recognition results and document adequacy.

04Marketing and content

An editorial workflow with a memory

Drafts, publication history and plan-versus-actual reporting.

We built the content workflow and Analytics: draft preparation, a post register, historical metrics and publication-plan tracking. Integrations are combined with manual input where needed.

Publication history and progress against the plan share one register.
Work taken off the team’s hands

Collecting numbers from separate accounts, maintaining post logs and checking repeated topics.

WHERE PEOPLE REMAIN RESPONSIBLE

Editors approve publication. Some data collectors needed restoration at the report date; freshness depends on the source.

05Academy

An education business, connected

Website, documents, enquiries and inspection preparation.

We built a new Academy website, aligned course information, legal text and forms, and connected enquiries to CRM. Required sections and approved wording are checked before release.

Content and compliance checks are part of the release process.
Work taken off the team’s hands

Reconciling website and document versions, writing briefs and coordinating supplier responses.

WHERE PEOPLE REMAIN RESPONSIBLE

Legal advisers review documents, the director signs and instructors teach. End-to-end payment testing was not complete at the report date.

06Legal work and accounting

Documents ready for specialist review

Preparation and reconciliation before a signature or decision is needed.

AI prepares draft letters, reviews requests and case materials, and assembles packs for external legal advisers. Primary accounting documents follow a consistent filing structure.

Document packs and analyses prepared for legal and accounting tasks.
Work taken off the team’s hands

Finding records, building timelines, comparing versions and explaining context repeatedly.

WHERE PEOPLE REMAIN RESPONSIBLE

Legal advisers handle legal positions and submissions. Accountants and management retain reporting responsibility.

07Finance and investment

Financial models on a consistent basis

Projects compared using aligned assumptions.

Investment models were recalculated in code for the same reference date. We prepared scenarios, group structure and investor materials, and checked models against supplier proposals.

Reconciliation identified errors and aligned the underlying data.
Work taken off the team’s hands

Updating separate spreadsheets and assembling materials for each new enquiry.

WHERE PEOPLE REMAIN RESPONSIBLE

The owner approves assumptions, risks and deal terms. This work does not establish investment returns.

08Catalogues and pricing

Supplier data ready for sales

A repeatable process for preparing price lists.

We organised supplier-offer collection, model matching, markup calculations and price-list preparation. Sales AI can access the product catalogue through a data interface.

Supplier offers feed a shared pricing workflow.
Work taken off the team’s hands

Combining inconsistent lists, copying specifications and assembling catalogue answers.

WHERE PEOPLE REMAIN RESPONSIBLE

A responsible person confirms sales terms and uncertain supplier information.

09IT and digital products

Control of the infrastructure

Access, backups, diagnosis and releases.

We audited access, configured backups, restored a test environment and reworked deployment. Product marketing claims were checked against implemented code.

Release downtime reduced from 15–22 minutes to seconds, according to the internal Monitoring report.
Work taken off the team’s hands

Maintaining access records, preparing releases, diagnosing incidents and checking supplier work.

WHERE PEOPLE REMAIN RESPONSIBLE

These are completed project results, not a claim of current product uptime. The owner approves service payments and critical changes.

10Sales and CRM

Enquiries that reach the team

One part of the wider WAYMORR operation.

We restored message exchange, built a connector and added independent delivery checks. We configured sales-agent knowledge, human handover rules and reviews of real conversations.

API request volume reduced by approximately 84% after optimisation.
Work taken off the team’s hands

Manually finding missing messages and repeatedly maintaining integration and sales-agent rules.

WHERE PEOPLE REMAIN RESPONSIBLE

Salespeople negotiate and close deals. Revenue uplift was not measured for this incident.

The owner no longer has to be
the company’s only memory.

Equipment history lives in PIM. Publication records live in Analytics. Management briefings come from the Cockpit. AI works with documents and context for its area. Knowledge stays in systems and files the team can use.

Based on WAYMORR’s internal reports from September 2026. Technical metrics describe particular completed projects, not guaranteed results for every client.

WHAT AI TAKES OVER

What AI took over for us.
And what it will take over for you.

Four areas that AI now runs at WAYMORR. The owner sets the task and checks the result.

01

Marketing and documents

Posts, presentations, mailings, document collection.

Before
Marketers took weeks and drifted from the brand voice.
After
AI does it in hours, strictly to the brand book, and you approve.
02

Legal packages and deadlines

Document review, deadlines, large court packages and dispatch.

Before
Human error, missed details and dates.
After
AI keeps the deadline calendar and assembles the packages; a lawyer checks and signs.
03

Own systems instead of boxed software

Accounting, warehouse, analytics, connecting services.

Before
Boxed software that is slow and costly to adapt, and integrators whose connections keep breaking.
After
A system built for your process. That is how we built PIM, ERP, the Cockpit and analytics at WAYMORR.
04

Development without contractors

Changes to the website, services and internal tools.

Before
Paying for hours you cannot verify.
After
A task usually takes days, you see every step and do not overpay.
OUR APPROACH

Your business.
Working together.

The body is solid: CRM, accounting, website, marketplace. But between them sit manual transfers and joints that nobody watches when they break. Scroll down to run the business through the line.

01 / Diagnose

We check every
joint between systems.

We follow a lead, a document and a payment from one system to the next. Every gap gets a name, an owner and a cost.

OutputA map of losses and a budgeted pilot plan
02 / Clean up

Order first.
Automation second.

One source of truth, no duplicates, clear permissions and exceptions. Automating chaos only speeds up chaos.

OutputAgreed data and process rules
03 / Rebuild

Keep the body.
Replace the wiring.

We connect systems to each other and add the missing tools and AI workers where they take work off people.

OutputWorking integrations, logs and checks
04 / Monitor

A dashboard
instead of the owner’s memory.

A watchdog on every joint, alerts on mismatches, summaries by role. A person stays at the wheel; routine goes to the system.

OutputBefore/after metrics, procedures, support
WAYMORR result

Same business.
Different class.

In 4 months and without developers we rebuilt our own company. Now it is your turn.

First stepDiagnostics: 5–7 business days
Process health30%
Diagnose
Clean up
Rebuild
Monitor
WAYMORR monthly spending≈ −98%
Requests to the external API≈ −84%
Downtime when updating Monitoring15–22 min → sec
↓ keep scrolling
DEVELOPMENT AND INTEGRATIONS

You explain the task.
We make it work.

A website change or a connection between two services can turn into a second job: find a supplier, write a brief, explain the context, chase revisions and check the result. We take responsibility for that delivery process.

One accountable partner from brief to handover.

We analyse the task, define the specification, implement it and check the result. AI assists with code; agreed acceptance scenarios establish whether the work is complete.

  1. 01 / UNDERSTAND

    Start with the business task

    You explain what needs to change. We review the current process, access and service limitations.

  2. 02 / AGREE

    Define the outcome

    We prepare the specification and acceptance scenarios, then agree scope, price, timing and dependencies.

  3. 03 / IMPLEMENT

    Build and verify

    We check normal use, errors and repeated actions, and demonstrate a working result.

  4. 04 / HAND OVER

    Launch with clear ownership

    We complete acceptance checks and hand over code and instructions, with agreed arrangements for support and future changes.

BUILT AT WAYMORR

Websites, integrations
and internal tools.

  • Academy: a new website, forms, aligned documents and pre-release checks.
  • CRM: a custom connector and checks of actual message delivery.
  • PIM: an initial working inventory system in 11 days, followed by refinements based on daily use.

Start with a defined website change, integration or internal tool. Timing depends on scope, existing systems and available interfaces. The PIM timeline is a project result, not a universal delivery promise.

Describe your project ↗
02 / WHAT WE BRING TO YOUR BUSINESS

Less manual work.
More clarity.

01 / AI IN YOUR TEAM

AI that works with
your business context.

We connect AI workflows to your documents, rules and systems: reviewing incoming work, preparing materials, reconciling data and completing defined tasks.

Useful output within clear boundaries
02 / WORKING TOOLS

A system built
around your process.

We build records, portals and tools where spreadsheets fall short, connecting goods, documents, money and responsibility.

History, calculations and status in one place
03 / MANAGEMENT

Information for
timely decisions.

We bring together existing systems with briefings, deadlines, plan-versus-actual reporting and alerts when records disagree.

See where your attention is needed
PEOPLE STAY IN CONTROL

Systems handle routine.
You make decisions.

Each process has an owner, instructions and limits on autonomous actions. Critical actions require approval.

Back up before changes. Verify afterwards. Keep an action log and a recovery plan for failures.

03 / PRICING

Start with a defined result.
Know the economics first.

We measure the current cost of one workflow, define the outcome and acceptance criteria, then agree the scope, timeline and full implementation cost. Reference prices below are in USD; billing terms are confirmed in your proposal.

01 / UNDERSTAND

Discovery

1,067 USD

5–7 business days

  • Up to 3 processes and 3 systems
  • Interviews and sample-data review
  • Issue map and impact estimate
  • A costed pilot plan
Start with discovery ↗
03 / CONNECTED OPERATIONS

Rebuild

from 9,367 USD

6–10 weeks

  • Up to 3 connected processes
  • Up to 4 systems with usable APIs
  • Shared reporting and exception checks
  • Operating procedures and handover
Discuss a rebuild ↗

Project economics

WAYMORR’s monthly spending fell by approximately 98% from May to September 2026. This is one company’s result, not a forecast for yours.

For your project, we compare the cost of a defined process before and after implementation, including staff time, contractors, AI, hosting and support. We also account for work that remains with your team.

Payback period = total one-off cost / net monthly savings. Diagnostics are part of the one-off cost. Actual cost reductions and future hires avoided are tracked separately.

USD equivalents use the Bank of Russia rate dated 26 September 2026. Amounts are rounded to whole dollars; the hourly rate uses two decimal places. Fixed conversion as of this date.

Support starts at $581/month. Licences, AI usage, hosting and paid APIs are separate. Discovery is a separate paid stage.

Prices are starting references. The final scope, price, applicable taxes, billing currency and timeline are agreed in the proposal.

Information on this website is not a public offer (Article 437 of the Russian Civil Code). Terms of work are set out in a contract.

04 / YOUR FIRST STEP

What in your business
is ready to
work better?

Describe a process that takes too much time, a website change or an integration you need. Start with one clear task.

We reply during business hours. You can also message us on Telegram: @AIFACTORIKA_BOT.