Where does AI deliver real ROI?

Customer support: 60–80% less workload. Document processing: 10× faster, freeing up 4–6 employees. Predictive equipment maintenance: 30–50% less downtime. Personalization: 15–30% higher conversion. A pilot pays back in 3–6 months, a full rollout in 4–8.

Where should we start: an AI agent, computer vision or predictive analytics?

If the job is answering customers and holding conversations, start with an AI agent or a chatbot. If you need quality control, tracking or video analysis, start with computer vision and video analytics. If you want to buy smarter and forecast demand, start with predictive analytics. Not sure? A free AI audit ranks the options by payback on your numbers.

Does AI need big data?

No, not always. Fine-tuning GPT models takes 200–500 examples. Computer vision needs 500+ images. Predictive analytics needs 6–12 months of historical data. During the audit we assess your data and tell you honestly whether it's enough, or help you collect what's missing.

Which models do you use?

GPT-4o and Claude for text tasks; YOLOv8 and ResNet for computer vision; XGBoost, LightGBM and neural networks for predictive analytics. For confidential data, self-hosted models on your servers. We pick the stack for the task: sometimes classic ML is enough, and sometimes you need a custom neural network.

Is it safe to send our data to AI models?

Yes. We offer three options: cloud APIs with encryption (for non-sensitive data), self-hosted models on your servers (for confidential data), or a hybrid approach. Every solution is designed to meet GDPR and local data protection requirements. 100% of our clients with sensitive data run on self-hosted models, so your data never leaves your perimeter.

How much does AI integration cost?

A demo on your process is free and takes 3–5 days. A pilot of an AI agent or AI automation starts at $3,900 and takes 2–4 weeks. A production rollout with integrations starts at $14,900. Computer vision costs more: a machine vision pilot starts at $19,900. Pilots pay back in 3–6 months, full rollouts in 4–8. After the free AI audit you get an exact quote with an ROI forecast in dollars.

How do we measure AI performance after launch?

We fix the KPIs before the project starts: model accuracy, processing time, number of automated operations, FTE savings, impact on revenue. After launch you get a real-time dashboard showing the ROI of each AI module in dollars, not percentages.

Service

AI Integration for Business

Chatbots and AI agents, computer vision, predictive analytics and digital twins. A pilot on one process starts at $3,900 and pays back in 3–6 months

Get a free AI audit of your business

View case studies

Demo in 3–5 daysfree, before any contract

from $3,900transparent quote

13+ yearsof founder experience · US, Europe, CIS

Free consultation · 30 minutes · No obligation

Cost: from $3,900
First step: An AI audit and a task map with ROI estimates in 5 days, free
First paid stage: A pilot on one process: from $3,900, 2–4 weeks

Quote in 24 hours
Pay by stage
Your code from day one
Weekly demos
3-month warranty
Contract and invoices

Telegram @marchcode · info@march-code.tech · Mon–Fri 9:00–18:00 Central European time, and on Telegram we reply outside these hours too

When it matters

Situations where we help

If you recognize even one, we can be useful

Purchasing and stock levels by guesswork

Cash is frozen in dead stock while bestsellers run out in the middle of the season. A predictive model forecasts demand from your sales history, and purchasing gets 25% more accurate.

Customers write around the clock, and nobody is there to answer

Website chat, Instagram DMs, messengers and email never go quiet, and up to 70% of requests are routine. Leads go cold overnight, and an operator costs a full salary. AI handles the routine; people handle the hard cases.

Manual quality control misses 5–15% of defects

Visual inspection by a person misses 5–15% of defects. A defect found by the customer costs 10–50× more than one caught on the line. Fatigue and staff turnover make inspection unreliable.

3–4 hours a day go into typing in documents

Entering invoices, delivery notes and contracts by hand isn't just about time. It means a 3–5% error rate, mixed-up stock, penalties from partners and an accounting team that keeps fixing other people's mistakes.

Let's estimate the budget for your task

Describe your task and we'll come back with a timeline and cost estimate within 1 business day. Want to see the product before the numbers? We'll build a free prototype.

Get a quote

What you get

Features and benefits

Concrete results we deliver for you

An AI assistant handles 75% of requests

The bot works from your knowledge base and answers customers on its own: in our AI guest messaging platform case, AI handles 75% of guest questions across 4 channels and replies in 2 minutes instead of 41, with zero hallucinations about prices.

OCR document processing in seconds

AI extracts data from scans, PDFs and photos: invoices, delivery notes, passports, contracts. 97% accuracy, 3 seconds per document. One AI module does the work of 4–6 data entry staff.

Predictive analytics: 30–50% fewer losses

Predictive analytics forecasts demand, customer churn and equipment breakdowns. You act ahead of time: purchasing gets 25% more accurate, equipment downtime drops by 40%, churn falls by 15–20%.

Computer vision: 100% of output tracked without people

Quality control and tracking by camera 24/7, with no fatigue. In the ProControl case, the neural network processed 200,000+ pallet scans: 100% of output tracked with no manual input, detection in 14 ms, losses down 15%.

AI analytics for calls and text

Models read calls, chats and documents and turn them into reports. In the Revizor case, 100,000+ calls were transcribed and 30,000+ deals broken down into facts with quotes, with 6 weeks to production.

Digital twins and AI content

A twin with your face and voice records Reels without a shoot: in our product Dubler, it takes about 10 minutes from idea to finished video, and one photo is enough. Vidoteka renders photorealistic interior finishes from a photo in 30 seconds.

Process

How we work

A transparent process with clear stages and deliverables

Stage 1

AI audit and roadmap in 5 days

You get an assessment of your data, processes and infrastructure, a map of use cases ranked by ROI and a clear rollout plan: which AI module to launch first and how much it will save.

Stage 2

A PoC on your data in 2–4 weeks

A fast pilot with measurable results before full development begins. You see model accuracy, processing speed and projected savings on real data, not in a slide deck.

Stage 3

Model training in 4–8 weeks

We train ML models on your data, integrate them into your existing business processes and set up accuracy monitoring. A demo every 2 weeks keeps you in control of progress.

Stage 4

Production launch and retraining

We deploy the AI to production and set up model drift monitoring and automatic retraining. Accuracy doesn't degrade over time: the system gets smarter every week.

Cost and timeline

What it costs

You get an exact quote within 24 hours of the call

Cost

from $3,900

What's included

An AI audit and a map of use cases with ROI estimates: free, 5 days
A demo on your process: free, before any contract
A pilot on one process: from $3,900, 2–4 weeks
Production rollout of an AI module: from $14,900
Model monitoring and retraining after launch

The final cost depends on scope. We'll work it out after a short call.

Get a free AI audit of your business

Prices shown are indicative and for information only; they are not a binding offer. The final cost is set in the contract once the project requirements are agreed.

What AI integration looks like in practice

It starts with a pilot on one process, so the business sees the effect before investing big. For example, in our AI sales analytics case, a neural network transcribed more than 100,000 calls and turned them into management reports in 6 weeks.

We break down the costs in detail in our article “How much does an AI agent cost”: a pilot from $3,900, a production rollout from $14,900. The ROI calculator estimates the payback on your numbers.

If the shape of the solution is already clear, go straight to the specific service: a chatbot for sales and Instagram DMs (demo in 3 days), an AI agent for a specific process, video analytics on top of your cameras or computer vision for manufacturing. For content, there's a digital twin, as in our Dubler case.

Case studies

Real results

Projects where we applied this service

0personal data in the cloud: the AI sees only masks

Polyglot: an AI platform for a translation agency where the AI never sees personal data

Translation and localization

How to use cloud AI models legally on documents with passports, court records and medical data: personal data is replaced with masks on the client's own server, only anonymized text goes to the cloud, and a second AI model checks every machine translation, while a human stays accountable for quality. Built for a translation agency in the EU: 9 stages from scan upload to delivery with an electronic signature, 24 languages, 1.5 million translated segments in translation memory.

0personal data in the cloud: the AI sees only masks

4 of 209segments the editor reads after the double AI check

1 minuteto create an order instead of assembling it from emails

2–3 monthsfrom spec to production use

200K+pallet scans processed by AI

Computer vision system for managing paving tile production

Manufacturing

A manufacturing execution system (MES) for production control and output tracking at a paving tile plant. Our own scanners on the lines photograph every pallet, a neural network counts tiles and defects, and planning and analytics update in real time.

200K+pallet scans processed by AI

100%output tracking with no manual input

14 msAI tile detection per scan

4 linesrunning our own scanners

<2 minto reply to a guest, down from 41 minutes

AI Guest Messaging Bot for an Apartment Management Company in Spain

Hospitality and rentals

An AI bot answers guests of 256 apartments on Airbnb, Booking.com, WhatsApp and email in 8+ languages, sends smart lock codes and escalates tricky questions to managers. Replies in 2 minutes instead of 41.

<2 minto reply to a guest, down from 41 minutes

75%of questions closed by AI with no human

256apartments covered

0made-up prices or rules

100,000+calls processed by AI

Revizor: AI sales and demand analytics on top of Bitrix24

Sales and demand analytics

An analytics platform on top of Bitrix24 (a CRM popular in Russia and Eastern Europe): AI analyzes calls and chats, scores every deal and every sales rep's work, maps demand by city and product, collects complaints for production, and checks CRM data against what was actually said to the customer.

100,000+calls processed by AI

30,000+deals and leads analyzed

6 weeksfrom zero to production

100%verifiable numbers

30 secFrom photo to photorealism

Building materials visualizer and virtual tours in MR headsets

Building materials

A SaaS platform with three modules: AI-rendered finishes on a photo in 30 seconds, material try-ons in a Meta Quest 3 headset, and virtual tours of apartments that haven't been built yet.

30 secFrom photo to photorealism

2,300+AI generations processed

3Modules in one platform

121organizations work on the platform

29 screensof a full-fledged SaaS

Dubler: A Digital Twin That Films Your Reels for You

AI video production

A SaaS that turns a voice idea into a finished Instagram Reel in about 10 minutes: an AI director writes the script and a storyboard with a cost estimate, and a digital twin with your cloned voice appears on screen instead of you. No camera needed at all.

29 screensof a full-fledged SaaS

~10 minfrom idea to package

1 photofor a digital twin

0 shootsno camera needed at all

FAQ