# RandomForest

> AI-native software studio in Tallinn, Estonia. We build AI agents and AI digital teams, automate workflows, integrate LLMs and RAG into company data, run AEO and AI visibility audits, and design operating models for companies that run on AI employees.

RandomForest is a senior team of developers, designers, AI specialists and former founders. We work end to end: AI strategy, prototype, production build, rollout and operations. We are code language agnostic and pick the tool for the job (React, Flutter, Node.js, Python, Haskell, .NET).

Primary domain: https://www.randomforest.ing/
Office: Telliskivi 60-1, "ON" building, 2nd floor, 10412 Tallinn, Estonia
General contact: info@randomforest.ee · +372 553 3186
AI digital team contact: kristjan@randomforest.ee

## Primary pages

- [Homepage (English)](https://www.randomforest.ing/) — AI Native Agency overview, services, pricing packages, work, team, contact.
- [Avaleht (Estonian)](https://www.randomforest.ing/et.html) — Estonian homepage.
- [AI digital team for WooCommerce (English)](https://www.randomforest.ing/en-ai-digitiim.html) — English service page for WooCommerce store owners.
- [AI digitiim WooCommerce poodidele (Estonian)](https://www.randomforest.ing/ai-digitiim.html) — Estonian service page for WooCommerce store owners.
- [AEO (AI Visibility) (English)](https://www.randomforest.ing/aeo-ai-visibility.html) — Answer engine optimization and AI visibility audits.
- [AEO (AI nähtavus) (Estonian)](https://www.randomforest.ing/aeo-ai-nahtavus.html) — Estonian AEO service page.
- [Agentic company operating model (English)](https://www.randomforest.ing/agentic-company.html) — How to run a company made of AI employees.
- [Agentidest ettevõtte töökorraldus (Estonian)](https://www.randomforest.ing/agentidest-ettevote.html) — Estonian agentic company page.
- [Pricing / Three ways to start](https://www.randomforest.ing/#packages) — Homepage pricing section.
- [Contact](https://www.randomforest.ing/#contact) — Address, email and phone.
- [Sitemap](https://www.randomforest.ing/sitemap.xml)
- [robots.txt](https://www.randomforest.ing/robots.txt)
- [llms.txt](https://www.randomforest.ing/llms.txt)

## Services overview

1. AI agent development — Autonomous agents for sales research, customer support, internal operations and back-office work.
2. Workflow automation — Connect tools, clean handovers, remove copy-paste between CRMs, inboxes, spreadsheets and internal systems.
3. LLM and RAG integration — Retrieval, memory and evaluation layers grounded in company data, not vague model confidence.
4. AI readiness audit — Two-week analysis to find where AI pays back fastest, which risks matter, what to pilot first.
5. CTO as a service — Architecture, technical hiring, roadmap sanity checks and delivery leadership.
6. UI/UX and product design — Clear flows, usable interfaces, prototypes, polished front ends.
7. AEO and AI visibility — Audit and improve how products, services and brand appear inside ChatGPT, Gemini, Perplexity and Google AI Overviews.
8. Agentic company operating model — Org charts, roles, goals, tickets, budgets, governance and human oversight for AI employees.

Common stack: React, Flutter, Node.js, Python, Haskell. Tool selection follows the problem and maintenance burden, not stack loyalty.

## Homepage

The homepage covers the AI Native Agency positioning, services, three-way pricing, expertise list, work portfolio, team, partners and contact. The hero shows an autoplaying muted looping product video on desktop and mobile. The page is in English; Estonian users are linked to /et.html.

Hero message: "AI Native Agency — we build agents that work for you." We automate sales, customer support and operations with AI agents. From pilot to production in weeks.

Delivery path:
- Week 1 — Problem analysis and agent brief.
- Weeks 2–4 — Prototype, evaluations and integration plan.
- Weeks 5–12 — Production build, rollout and handover.

## Pricing — three ways to start

Listed on the homepage at /#packages.

- Option 01 — "Set it up yourself with our guide". €79 one-off. Step-by-step setup guide for any website or shop, immediate access after payment, prompt library for product content, support, marketing and reporting, safe memory setup explained, 7 days of email support. Stripe checkout: https://buy.stripe.com/28E4gzeWx0sw3YOfvgcwg02
- Option 02 — "We set up the full digital team for you". €490 one-off. RandomForest handles the full setup, connects ecommerce, analytics, ads, email, CRM, spreadsheets and support tools, secure memory layer with permissions, audit trail and human approval, 30 days of support. Stripe checkout: https://buy.stripe.com/4gM6oH8y95MQeDsfvgcwg03
- Option 03 — "Setup, audit and first work sprint". Custom proposal. Full setup plus deeper website/shop/operations audit, first content/support/sales/growth tasks start immediately, plan shaped around your platform, one human manager plus 10 agentic employees with roughly 170 sub-assistants and 400 tools, secure operating model. Contact kristjan@randomforest.ee.

## AI digital team for WooCommerce stores

Pages: /en-ai-digitiim.html (EN), /ai-digitiim.html (ET).

The AI digital team is a packaged AI agent setup for WooCommerce stores. It is positioned for store owners who want product copy, FAQs, campaigns, analytics and routine store changes handled in plain language instead of jumping between five tools. Headline outcomes referenced on the page: ~€30k extra revenue in a recent client case, ~100 products turned into usable content, no developer needed for routine updates, 24/7 background work.

Capabilities listed on the page: write product descriptions and category copy, generate FAQs and buying guides, draft Google Ads / Meta / email campaigns, monitor Analytics and report changes, AEO checks and AI search readiness from one prompt (crawler access, robots.txt, technical SEO, schema, product/category pages, FAQ content, Merchant Center feed, trust signals, internal links, AI referral tracking, monthly reporting), connect to spreadsheets and CRMs, secure memory and approval points.

Pricing for the AI digital team is shared across the site at /#packages (Options 01, 02, 03 above).

## AEO and AI Visibility

Pages: /aeo-ai-visibility.html (EN), /aeo-ai-nahtavus.html (ET).

Service summary: audit and improve how a brand, product catalogue or service appears inside AI-generated answers. RandomForest checks visibility across ChatGPT, Gemini, Perplexity and Google AI Overviews, reviews page structure and schema, identifies missing questions and comparison angles, rewrites pages and FAQs, plans external signals, and turns the audit into a recurring monthly visibility report.

Process:
1. Visibility scan — test buyer questions, document where you and competitors appear in AI tools.
2. Page and data audit — review product, service, category and FAQ pages for structure, schema, missing facts.
3. Content rebuild — write missing answer-ready sections, FAQs and comparison pages. Clarity over volume.
4. Measure and repeat — turn the first audit into a recurring check.

Why it matters: search is moving into answers. AI tools answer commercial questions directly. If your site does not give them enough evidence, the answer goes to a competitor.

## Agentic company operating model

Pages: /agentic-company.html (EN), /agentidest-ettevote.html (ET).

This service is not an agent framework. It is for companies that want to run a company made of AI employees with org charts, reporting lines, goals, tickets, budgets, heartbeats, tool access, approval rules, audit logs and a human manager who can pause or redirect work. RandomForest helps design the operating model and set up the governance layer so AI employees can operate safely and humans stay in control.

## Contact

- General: info@randomforest.ee
- AI digital team: kristjan@randomforest.ee
- Phone: +372 553 3186
- Address: Telliskivi 60-1, "ON" building, 2nd floor, 10412 Tallinn, Estonia
- Hero CTA: mailto:info@randomforest.ee?subject=Free%20AI%20Audit

## Team

RandomForest is a team of about 10 people. Public team list: Ingmar Kasser (CEO / Partner), Silver Aabjõe (CTO), Kristjan Kippar (AI specialist), Chris Thompson (Developer). Backgrounds include developers who started writing code at seven, lawyers turned developers, business developers, AI professors, startup founders and award-winning product designers.

## Selected work

Software across finance, health, productivity and internal operations.
- Go & Grow (Bondora) — Fintech, mobile, Flutter, .NET Core. Personal finance with microinvestment.
- Invoice Aggregation System — Fintech automation in Haskell.
- email-v3 — Secure messaging on Matrix, Node.js, React.
- Activate Health — Health tech, Flutter, Node.js, MongoDB.
- TCS (The Cleaning Software) — SaaS, DevOps, Python, Node.js, AWS RDS.
- trackr — Self-hosted location tracking with iOS sensor integration.
- video-srs — EdTech web app for language learning via subtitled video.
- events-form — Public-facing calendar booking, Haskell.

## Partners and clients

MindTitan, Startup Estonia, Estonian Chamber of Commerce and Industry (Eesti Kaubandus-Tööstuskoda).

## Technical SEO and AI access notes

- Canonical and Open Graph URLs use https://www.randomforest.ing.
- hreflang pairs link English and Estonian variants for every service page; x-default points to the English page.
- Sitemap: https://www.randomforest.ing/sitemap.xml. Robots: https://www.randomforest.ing/robots.txt — all crawlers allowed.
- Structured data: Organization and WebSite on the homepage, Service + BreadcrumbList on service pages, Offer entries on the WooCommerce AI digital team pages.
- llms.txt is referenced from every page via <link rel="alternate" type="text/markdown"> and <link rel="llms-txt">.
- Google Analytics tag G-87MP0668PW is loaded on every Astro page.
- Hero video autoplays muted with loop and playsinline on desktop and mobile.

## Languages

English and Estonian. Estonian pages live under /et.html, /ai-digitiim.html, /aeo-ai-nahtavus.html, /agentidest-ettevote.html. English pages live under /, /en-ai-digitiim.html, /aeo-ai-visibility.html, /agentic-company.html.

## Common search angles this site targets

AI native agency, AI automation agency, AI agent agency, AI agents for business, workflow automation, LLM integration, RAG integration, Tallinn AI agency, Estonia AI agency, AI digital team, ecommerce AI agents, WooCommerce AI automation, AEO, AI visibility, answer engine optimization, AI search optimization, ChatGPT visibility, Perplexity SEO, Google AI Overviews, agentic company, AI employees, AI operating model.

Estonian: AI agentuur, AI automatiseerimine, AI agendid ettevõtetele, AI native agentuur, töövoogude automatiseerimine, LLM integratsioon, Tallinna AI agentuur, AI digitiim, e-poe AI agendid, WooCommerce AI automatiseerimine, AEO, AI nähtavus, vastusemootori optimeerimine, ChatGPT nähtavus, agentidest ettevõte, AI töötajad.