Analyzed URL
https://www.kallio.cloud/
Measured 21 hours ago
AI-Ready Score
Excellent
out of 100
Token Savings
Score Breakdown
Emerging protocols
0 of 6 detectedWell-known endpoints AI agents look for. Detected here means an agent can discover and connect to your service automatically.
-
OAuth Protected Resource RFC 9728
/.well-known/oauth-protected-resource -
OAuth Discovery RFC 8414
/.well-known/oauth-authorization-server -
MCP Server Card SEP-1649 draft
/.well-known/mcp/server-card.json -
A2A Agent Card A2A v1.0
/.well-known/agent-card.json -
API Catalog RFC 9727
/.well-known/api-catalog -
Agent Skills index Discovery RFC v0.2.0 draft
/.well-known/agent-skills/index.json
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What we measured Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)
Your page has a low ratio of actual content to total HTML. Much of the page weight is markup, scripts, or styles rather than content.
How to implement
Move CSS to external stylesheets, remove inline styles, minimize JavaScript, and ensure the HTML focuses on content structure.
AI Solutions Architect. Builder. Former CTO.
I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*
\* Only occasionally these days. Mostly AI writes the code and I review and approve it.
[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

## What I do
- ### AI & agents
Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.
- ### Cloud architecture
AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.
- ### Sovereign when needed
EU-resident stacks, EU inference and EU vendors, for when data location actually matters.
- ### Technical leadership
CTO experience: strategy, team practices, release processes, ISO 27001.
## Featured work
- [done### AI platform for an ESG SaaS
Planmark, CTO (2024–2026)
Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.
- GCP
- Vertex AI
- Gemini
- Firebase
- TypeScript
](https://www.kallio.cloud/work/planmark-ai-platform/)
- [live### Kassavirta / Codefox Cashflow
Codefox
Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.
- UpCloud
- Supabase
- PostgreSQL
- React
- Mistral
](https://www.kallio.cloud/work/kassavirta/)
- [building### AskForKey
Codefox
End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.
- Bunny Edge Scripts
- Bunny Database
- Bunny Storage
- Bunny DNS
- Deno
](https://www.kallio.cloud/work/askforkey/)
[All work →](https://www.kallio.cloud/work/)
## Finnish or English, both fine.
[aleksi \[at\] kallio.cloud](mailto:[email protected])
Aleksi Kallio · AI Solutions Architect [Skip to content](https://www.kallio.cloud/#main)
[Aleksi Kallio](https://www.kallio.cloud/)
[](https://www.kallio.cloud/fi/)
****
[](https://www.kallio.cloud/fi/)
# Aleksi Kallio
AI Solutions Architect. Builder. Former CTO.
I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*
\* Only occasionally these days. Mostly AI writes the code and I review and approve it.
[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

## What I do
- ### AI & agents
Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.
- ### Cloud architecture
AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.
- ### Sovereign when needed
EU-resident stacks, EU inference and EU vendors, for when data location actually matters.
- ### Technical leadership
CTO experience: strategy, team practices, release processes, ISO 27001.
## Featured work
- [done### AI platform for an ESG SaaS
Planmark, CTO (2024–2026)
Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.
- GCP
- Vertex AI
- Gemini
- Firebase
- TypeScript
](https://www.kallio.cloud/work/planmark-ai-platform/)
- [live### Kassavirta / Codefox Cashflow
Codefox
Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.
- UpCloud
- Supabase
- PostgreSQL
- React
- Mistral
](https://www.kallio.cloud/work/kassavirta/)
- [building### AskForKey
Codefox
End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.
- Bunny Edge Scripts
- Bunny Database
- Bunny Storage
- Bunny DNS
- Deno
](https://www.kallio.cloud/work/askforkey/)
[All work →](https://www.kallio.cloud/work/)
## Finnish or English, both fine.
[aleksi \[at\] kallio.cloud](mailto:[email protected])
Upload this file as /index.md on your server so AI agents can access a clean version of your page. You can also configure Accept: text/markdown content negotiation to serve it automatically.
Our recommendation
# Aleksi Kallio > AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code. ## Main - [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product… - [About](https://www.kallio.cloud/about/) - [Projects](https://www.kallio.cloud/work/) - [Experience](https://www.kallio.cloud/experience/) - [Homelab](https://www.kallio.cloud/homelab/) - [Now](https://www.kallio.cloud/now/) ## Support - [Contact](https://www.kallio.cloud/contact/)
Full llms.txt requires domain-wide analysis (coming soon)
Upload this file to https://www.kallio.cloud/llms.txt at the root of your domain. AI agents like ChatGPT, Claude, and Perplexity check this file to understand your site structure.
This site already has a llms.txt file.
Valid format# Aleksi Kallio > AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code. Personal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class. ## English - [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code. - [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds. - [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years. - [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments. - [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects. - [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland. - [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi. ### Projects - [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md) - [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md) - [AskForKey](https://www.kallio.cloud/work/askforkey/index.md) - [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md) - [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md) - [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md) - [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md) ## Suomeksi - [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn. - [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet. - [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana. - [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista. - [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit. - [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta. - [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi. ### Projektit - [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md) - [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md) - [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md) - [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md) - [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md) - [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md) - [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md) ## Optional - [Sitemap](https://www.kallio.cloud/sitemap-index.xml) - [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)
Accessibility
Content available without JavaScript
Main content starts at 49% of HTML
Page size: 19KB
AI Discoverability
All major AI search bots allowed
Discoverable, but not negotiable: an agent that reads your HTML finds the .md version; one that requests the page directly still receives HTML. Answering Accept: text/markdown covers both.
Sitemap found
robots.txt exists
llms.txt exists and is valid
Structured Data
JSON-LD found: Person, WebSite
All OG tags present
Meta description: 157 chars
Canonical URL present
lang="en"
Semantic HTML
Clean heading hierarchy
Has <main>
7 semantic elements, 12 divs (ratio: 37%)
1/1 images with meaningful alt text
Avg div depth: 1.0, max: 3
Content Efficiency
92% token reduction (HTML→Markdown)
Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)
HTML size: 19KB
0/200 elements with inline styles (0.0%)
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"fullPageMarkdown": "Aleksi Kallio · AI Solutions Architect [Skip to content](https://www.kallio.cloud/#main)\n\n[Aleksi Kallio](https://www.kallio.cloud/)\n\n[](https://www.kallio.cloud/fi/)\n\n****\n\n[](https://www.kallio.cloud/fi/)\n\n# Aleksi Kallio\n\nAI Solutions Architect. Builder. Former CTO.\n\nI design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\\*\n\n\\* Only occasionally these days. Mostly AI writes the code and I review and approve it.\n\n[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)\n\n\n\n## What I do\n\n- ### AI & agents\n\n Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.\n\n- ### Cloud architecture\n\n AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.\n\n- ### Sovereign when needed\n\n EU-resident stacks, EU inference and EU vendors, for when data location actually matters.\n\n- ### Technical leadership\n\n CTO experience: strategy, team practices, release processes, ISO 27001.\n\n## Featured work\n\n- [done### AI platform for an ESG SaaS\n\n Planmark, CTO (2024–2026)\n\n Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.\n\n - GCP\n - Vertex AI\n - Gemini\n - Firebase\n - TypeScript\n\n ](https://www.kallio.cloud/work/planmark-ai-platform/)\n- [live### Kassavirta / Codefox Cashflow\n\n Codefox\n\n Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.\n\n - UpCloud\n - Supabase\n - PostgreSQL\n - React\n - Mistral\n\n ](https://www.kallio.cloud/work/kassavirta/)\n- [building### AskForKey\n\n Codefox\n\n End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.\n\n - Bunny Edge Scripts\n - Bunny Database\n - Bunny Storage\n - Bunny DNS\n - Deno\n\n ](https://www.kallio.cloud/work/askforkey/)\n\n[All work →](https://www.kallio.cloud/work/)\n\n## Finnish or English, both fine.\n\n[aleksi \\[at\\] kallio.cloud](mailto:[email protected])\n",
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"llmsTxtPreview": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\n## Main\n- [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product…\n- [About](https://www.kallio.cloud/about/)\n- [Projects](https://www.kallio.cloud/work/)\n- [Experience](https://www.kallio.cloud/experience/)\n- [Homelab](https://www.kallio.cloud/homelab/)\n- [Now](https://www.kallio.cloud/now/)\n\n## Support\n- [Contact](https://www.kallio.cloud/contact/)\n\n",
"llmsTxtExisting": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\nPersonal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class.\n\n## English\n\n- [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n- [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds.\n- [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years.\n- [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments.\n- [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects.\n- [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland.\n- [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi.\n\n### Projects\n\n- [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md)\n- [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md)\n- [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md)\n\n## Suomeksi\n\n- [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn.\n- [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet.\n- [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana.\n- [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista.\n- [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit.\n- [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta.\n- [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi.\n\n### Projektit\n\n- [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md)\n- [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md)\n- [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md)\n\n## Optional\n\n- [Sitemap](https://www.kallio.cloud/sitemap-index.xml)\n- [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)",
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