https://www.kallio.cloud/

{
  "url": "https://www.kallio.cloud/",
  "timestamp": 1792338571271,
  "fetch": {
    "mode": "simple",
    "timeMs": 73,
    "htmlSizeBytes": 19708,
    "supportsMarkdown": false,
    "markdownAgents": {
      "contentNegotiation": false,
      "mdUrl": {
        "found": true,
        "url": "https://www.kallio.cloud/index.md"
      },
      "linkTag": {
        "found": true,
        "url": "/index.md"
      },
      "linkHeader": {
        "found": true,
        "url": "/index.md"
      },
      "responseHeaders": {
        "contentSignal": null,
        "xMarkdownTokens": null,
        "vary": null
      },
      "frontmatter": {
        "present": false,
        "fields": [],
        "level": "none"
      },
      "level": "application",
      "mdUrlMediaType": "application/octet-stream",
      "mdUrlProperMediaType": false
    },
    "statusCode": 200
  },
  "extraction": {
    "title": "Aleksi Kallio · AI Solutions Architect",
    "excerpt": "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.",
    "byline": null,
    "siteName": "Aleksi Kallio",
    "lang": "en",
    "contentLength": 1503,
    "metadata": {
      "description": "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.",
      "ogTitle": "Aleksi Kallio · AI Solutions Architect",
      "ogDescription": "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.",
      "ogImage": "https://www.kallio.cloud/og/en/home.png",
      "ogType": "website",
      "canonical": "https://www.kallio.cloud/",
      "lang": "en",
      "schemas": [
        {
          "@context": "https://schema.org",
          "@type": "Person",
          "@id": "https://www.kallio.cloud/#person",
          "name": "Aleksi Kallio",
          "jobTitle": "AI Solutions Architect",
          "url": "https://www.kallio.cloud/",
          "email": "mailto:[email protected]",
          "image": "https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1wHnCv.jpeg",
          "address": {
            "@type": "PostalAddress",
            "addressLocality": "Muurame",
            "addressCountry": "FI"
          },
          "worksFor": {
            "@type": "Organization",
            "name": "Brillian",
            "url": "https://brillian.fi"
          },
          "founder": {
            "@type": "Organization",
            "name": "Codefox Oy",
            "url": "https://codefox.fi"
          },
          "sameAs": [
            "https://www.linkedin.com/in/aleksikallio",
            "https://github.com/kallioaleksi"
          ]
        },
        {
          "@context": "https://schema.org",
          "@type": "WebSite",
          "@id": "https://www.kallio.cloud/#website",
          "url": "https://www.kallio.cloud/",
          "name": "Aleksi Kallio",
          "inLanguage": "en",
          "publisher": {
            "@id": "https://www.kallio.cloud/#person"
          }
        }
      ],
      "robotsMeta": null,
      "author": null,
      "generator": null,
      "markdownAlternateHref": "/index.md"
    }
  },
  "markdown": "AI 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![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)\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",
  "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![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)\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",
  "markdownStats": {
    "images": 1,
    "links": 7,
    "tables": 0,
    "codeBlocks": 0,
    "headings": 10
  },
  "tokens": {
    "htmlTokens": 7520,
    "markdownTokens": 598,
    "reduction": 6922,
    "reductionPercent": 92
  },
  "score": {
    "score": 92,
    "grade": "A",
    "rubricVersion": 3,
    "dimensions": {
      "accessibility": {
        "score": 88,
        "weight": 30,
        "grade": "B",
        "checks": {
          "content_without_js": {
            "score": 100,
            "weight": 55,
            "evidence": "proven",
            "details": "Content available without JavaScript"
          },
          "fast_content_position": {
            "score": 50,
            "weight": 25,
            "evidence": "plausible",
            "details": "Main content starts at 49% of HTML"
          },
          "reasonable_page_size": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Page size: 19KB"
          }
        }
      },
      "aiDiscoverability": {
        "score": 91,
        "weight": 25,
        "grade": "A",
        "checks": {
          "robots_allows_ai_bots": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "All major AI search bots allowed"
          },
          "supports_markdown_negotiation": {
            "score": 75,
            "weight": 20,
            "evidence": "plausible",
            "details": "Application level — .md URL (https://www.kallio.cloud/index.md, served as application/octet-stream, should be text/markdown), <link> tag, Link header",
            "mechanisms": {
              "negotiation": false,
              "mdUrl": true,
              "linkTag": true,
              "linkHeader": true
            }
          },
          "has_sitemap": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Sitemap found"
          },
          "has_robots_txt": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "robots.txt exists"
          },
          "has_llms_txt": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "llms.txt exists and is valid"
          },
          "has_content_signals": {
            "score": 60,
            "weight": 10,
            "evidence": "speculative",
            "details": "robots.txt: search=yes, ai-input=yes, ai-train=no",
            "mechanisms": {
              "robotsTxt": true,
              "httpHeader": false,
              "policy": false
            }
          }
        }
      },
      "structuredData": {
        "score": 100,
        "weight": 20,
        "grade": "A",
        "checks": {
          "has_schema_org": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "JSON-LD found: Person, WebSite"
          },
          "has_open_graph": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "All OG tags present"
          },
          "has_meta_description": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Meta description: 157 chars"
          },
          "has_canonical_url": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Canonical URL present"
          },
          "has_lang_attribute": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "lang=\"en\""
          }
        }
      },
      "semanticHtml": {
        "score": 100,
        "weight": 15,
        "grade": "A",
        "checks": {
          "proper_heading_hierarchy": {
            "score": 100,
            "weight": 30,
            "evidence": "plausible",
            "details": "Clean heading hierarchy"
          },
          "uses_article_or_main": {
            "score": 100,
            "weight": 25,
            "evidence": "plausible",
            "details": "Has <main>"
          },
          "semantic_elements": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "7 semantic elements, 12 divs (ratio: 37%)"
          },
          "meaningful_alt_texts": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "1/1 images with meaningful alt text"
          },
          "low_div_nesting": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "Avg div depth: 1.0, max: 3"
          }
        }
      },
      "contentEfficiency": {
        "score": 78,
        "weight": 10,
        "grade": "B",
        "checks": {
          "token_reduction_ratio": {
            "score": 100,
            "weight": 40,
            "evidence": "speculative",
            "details": "92% token reduction (HTML→Markdown)"
          },
          "content_to_noise_ratio": {
            "score": 25,
            "weight": 30,
            "evidence": "speculative",
            "details": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
          },
          "reasonable_page_weight": {
            "score": 100,
            "weight": 20,
            "evidence": "speculative",
            "details": "HTML size: 19KB"
          },
          "minimal_inline_styles": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "0/200 elements with inline styles (0.0%)"
          }
        }
      }
    }
  },
  "recommendations": [
    {
      "id": "improve_content_ratio",
      "priority": "medium",
      "category": "contentEfficiency",
      "titleKey": "rec.improve_content_ratio.title",
      "descriptionKey": "rec.improve_content_ratio.description",
      "howToKey": "rec.improve_content_ratio.howto",
      "howToStepKeys": null,
      "effort": "moderate",
      "estimatedImpact": 2.3,
      "maxImpact": 3,
      "evidence": "speculative",
      "checkScore": 25,
      "checkDetails": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
    }
  ],
  "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)",
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-protected-resource"
    },
    "oauthDiscovery": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-authorization-server"
    },
    "mcpServerCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/mcp/server-card.json",
      "draft": true
    },
    "a2aAgentCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-card.json"
    },
    "apiCatalog": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/api-catalog"
    },
    "agentSkills": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-skills/index.json",
      "draft": true
    },
    "count": 0,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": null,
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": []
}

Usa nuestra API para obtener esto de forma programática (próximamente)