AI Native Agency we build agents that work for you

We automate your sales, customer support and operations with AI agents. From pilot to production in weeks.

Your CTO for hire, from AI strategy to deployment. We are code language agnostic and choose the tool for the job instead of forcing every problem into one stack.

React Flutter Node.js Python Haskell
Services

From napkin sketch to production system.

We can take your idea to an MVP, turn a prototype into scalable software, or step in when you need a sober read on a technical situation.

Development

Agents, products and systems that survive real use.

The process usually starts with problem analysis, moves through one- or two-week sprints, and ends with a review period where the work is tested against business goals, not just shipped because it compiles.

  • Autonomous AI agents for sales and customer support
  • LLM integrations into existing systems
  • MVPs, prototypes and production applications

Consultancy

AI readiness audit

A two-week analysis of where AI fits, what should be avoided, and which first build has the highest chance of paying back.

Book the audit
Pricing

Three ways to start.

Do it yourself, let us set it up, or bring us into the company and start with the first growth tasks right away.

Option 01

Set it up yourself with our guide

€79 one-off payment
  • Step-by-step setup guide for your website or shop
  • Immediate access after payment
  • Connect your ecommerce platform, works with every platform
  • Prompt library for product content, support, marketing and reporting
  • Safe memory setup explained: what agents remember, where data lives and how to review it
  • 7 days of email support
Buy the guide

Option 03

Setup, audit and first work sprint

Custom proposal
  • Full setup plus a deeper website, shop and operations audit
  • The first content, support, sales or growth tasks start immediately
  • A plan shaped around your platform, data, tools and team
  • One human manager plus 10 agentic employees with roughly 170 sub-assistants and 400 tools
  • Secure operating model for memory, access, approvals and ongoing optimisation
Ask for a proposal
Expertise

From AI agent prototype to production in weeks.

01

AI agent development

We design and ship agents that handle real business workflows: sales research, customer support, internal operations and repetitive back-office work.

02

Workflow automation

We connect tools, clean up handovers and remove the copy-paste work sitting between teams, CRMs, inboxes, spreadsheets and internal systems.

03

LLM and RAG integration

We build retrieval, memory and evaluation layers around LLMs so answers are grounded in your actual company data, not vague model confidence.

04

AI readiness audit

A focused two-week analysis of where AI can pay back fastest, which risks matter, and what should be piloted first.

05

CTO as a service

Architecture, technical hiring support, roadmap sanity checks and delivery leadership when you need senior technical judgment without a full-time CTO.

06

UI/UX and design

Product design for tools people actually use: clear flows, usable interfaces, prototypes and polished front ends.

07

AEO and AI visibility

We audit and improve how your products, services and brand appear inside ChatGPT, Gemini, Perplexity and Google AI answers.

08

Agentic company operating model

We design the org chart, goals, tickets, budgets and governance layer for companies that want to run teams of AI employees safely.

RandomForest team members discussing work around a table
Small senior teams. Fast feedback. No ceremony for its own sake.
Our work

Software across finance, health, productivity and internal operations.

The portfolio ranges from mobile fintech products to secure messaging, invoice automation, health platforms and self-hosted tracking tools.

Fintech · Mobile · Flutter · .NET Core

Go & Grow — Bondora

Personal finance platform with microinvestment capabilities and automated investment strategies.

Fintech · Automation · Haskell

Invoice Aggregation System

Automated invoice aggregation and payment processing, reducing manual overhead.

Communication · Security · Node.js · Matrix · React

email-v3 — Secure Messaging

Modern messaging platform using the Matrix framework with real-time collaboration.

Health Tech · Mobile · Flutter · Node.js · MongoDB

Activate Health

Comprehensive health monitoring and wellness platform with mobile app and backend.

SaaS · DevOps · Python · Node.js · AWS RDS

TCS — The Cleaning Software

Complex database migration and microservices for a SaaS provider, improving scalability.

Mobile · Privacy · Flutter · Python

trackr — Location Tracking

Self-hosted location tracking with iOS sensor integration and full user privacy control.

EdTech · Web App · Node.js · React

video-srs — Language Learning

Language learning via TV shows and subtitles, using spaced repetition for vocabulary.

Productivity · Scheduling · Haskell

events-form — Calendar Booking

Public-facing calendar booking service integrating seamlessly with existing calendar systems.
Team

A motley crew held together by trust and problem solving.

Random Forest is a team of 10 people and growing. The team includes developers who started writing code at seven, lawyers turned developers, business developers, AI professors, startup founders and award-winning product designers.

RandomForest team group photo
Ingmar Kasser, CEO / Partner

Ingmar Kasser

CEO / Partner

Silver Aabjõe, CTO

Silver Aabjõe

CTO

Kristjan Kippar, AI specialist

Kristjan Kippar

AI specialist

Chris Thompson, Developer

Chris Thompson

Developer

About

AI native, but not tool loyal.

We are not tied to one technology. Most often we work with React, Flutter, Node.js and Python, but the point is to choose what best fits the problem, the team and the future maintenance burden.

Working notes on a desk A team moment outside work

Partners & clients

MindTitan Startup Estonia Estonian Chamber of Commerce and Industry

Get in touch

Bring a problem. We will help shape the first useful build.

Feel free to contact us with your problem. Come by or call and let's talk about how we can be of service.

Telliskivi Creative City
Telliskivi 60-1, "ON" building, 2nd floor
10412 Tallinn, Estonia