.md) files with structured YAML headers.
type field.
- **Built-In Connections:** Instead of hoping an AI tool guesses how your features connect to your pricing, you link the files directly using standard relative Markdown links.
- **Trust & Freshness Labels (v0.2):** OKF v0.2 added optional fields for sources, generated, verified, and stale_after dates - so both your own team and external tools know when a claim was last checked and where the proof lives.
| What OKF v0.2 DOES for Your SaaS Business | What OKF v0.2 DOES NOT Do |
|---|---|
| Creates a single, version-controlled source of truth for your product facts, metrics, and service terms. | Does **not** replace your main HTML website or act as a secret Google ranking trick on its own. |
| Gives AI agents, MCP tools, and developer assistants a clean, low-token Markdown graph to read without scraping messy HTML. | Does **not** guarantee automatic AI citations if your underlying product pages lack authority or real buyer proof. |
Eliminates internal claim drift across your homepage, sales decks, docs, and llms.txt file. | Does **not** turn unverified marketing hype into independent proof. |
rakesh.work, we use OKF v0.2 as one practical building block inside **Super Intelligence Optimization (SIO)** - my operating framework for helping B2B SaaS teams win across every layer of modern buyer discovery:
/okf/ knowledge bundle alongside /llms.txt, /.well-known/agent.json (A2A), and /.well-known/mcp.json (WebMCP) so technical buyers and autonomous research tools can inspect your capabilities without friction.
| Growth Option | Best For | What We Deliver | Turnaround / Timeline |
|---|---|---|---|
| **Option 1: Free 12-Point Pipeline Leak Diagnostic** | SaaS Founders, CMOs & VPs of Growth who want clarity before committing budget. | A forensic audit of your category demand gaps, a live AI-answer prompt check, and conversion fixes. | **48 Business Hours (Free)** |
| **Option 2: 30-Day Knowledge & AI-Readiness Sprint** | SaaS teams launching new product tiers, docs, or rebranding for AI search. | Full /okf/ v0.2 bundle setup, llms.txt alignment, Schema.org cleanup, and claim reconciliation. | **30 Days (Scoped Sprint)** |
| **Option 3: 90-Day Full-Funnel SIO & BOFU Growth Engine** | Series A-D+ B2B SaaS & DevTools scaling SQLs and pipeline velocity. | Programmatic comparison/integration hubs, GEO/SIO content execution, and CRM-attributed Share of Model tracking. | **90-Day Advisory Program** |
@techreport{samantaray2026okf,
author = {Samantaray, Rakesh Ranjan},
title = {Google Cloud's Open Knowledge Format (OKF v0.2) for B2B SaaS: How to Make Your Product Truth Easy to Find, Verify, and Buy},
institution = {Rakesh.work},
year = {2026},
url = {https://rakesh.work/open-knowledge-format-okf-b2b-saas/},
note = {Verified first-party attestation with SHA-256 hash provenance}
}
**Status:** Active Operator Attestation
**Last Verified:** October 2026 by Rakesh Ranjan Samantaray
**Knowledge Substrate:** OKF v0.2 ([/okf/index.md](/okf/index.md))
**Provenance:** [SHA-256 Attested](/okf/provenance-hashes.json)
```json
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "TechArticle",
"@id": "https://rakesh.work/open-knowledge-format-okf-b2b-saas/#article",
"headline": "Google's Open Knowledge Format (OKF v0.2) for B2B SaaS: The Missing Link in SEO, GEO, AEO & Super Intelligence Optimization (SIO)",
"description": "The complete architectural guide to implementing Google Cloud's Open Knowledge Format (OKF v0.2) for B2B SaaS organic growth, Generative Engine Optimization (GEO), and Super Intelligence Optimization (SIO).",
"proficiencyLevel": "Expert",
"datePublished": "2026-10-24T02:30:00+05:30",
"dateModified": "2026-10-24T02:30:00+05:30",
"author": {
"@type": "Person",
"@id": "https://rakesh.work/#rakesh",
"name": "Rakesh Ranjan Samantaray",
"url": "https://rakesh.work/",
"jobTitle": "Senior B2B SaaS SEO Consultant & Organic Growth Architect"
},
"about": [
{ "@type": "Thing", "name": "Open Knowledge Format (OKF)", "sameAs": "https://github.com/GoogleCloudPlatform/open-knowledge-format" },
{ "@type": "Thing", "name": "Super Intelligence Optimization (SIO)" },
{ "@type": "Thing", "name": "Generative Engine Optimization (GEO)" }
],
"workExample": {
"@type": "Dataset",
"name": "Rakesh.work Open Knowledge Format (OKF v0.2) Live Bundle",
"url": "https://rakesh.work/okf/index.md",
"encodingFormat": "text/markdown",
"license": "https://www.apache.org/licenses/LICENSE-2.0"
}
},
{
"@type": "FAQPage",
"@id": "https://rakesh.work/open-knowledge-format-okf-b2b-saas/#faq",
"mainEntity": [
{
"@type": "Question",
"name": "Does Google's Open Knowledge Format (OKF) replace llms.txt or Schema.org?",
"acceptedAnswer": {
"@type": "Answer",
"text": "No. They operate as complementary layers in Super Intelligence Optimization (SIO). Schema.org provides entity disambiguation for search crawlers, llms.txt acts as the root discovery directory for LLMs, and OKF v0.2 provides the cross-linked, provenance-verified Markdown knowledge graph that autonomous agents traverse."
}
},
{
"@type": "Question",
"name": "What is the difference between OKF v0.1 and OKF v0.2?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Announced by Google Cloud in July 2026, OKF v0.2 introduces first-class optional frontmatter families for provenance (sources with footnote attribution), trust (generated and verified records), lifecycle (status and stale_after dates), and attested computations."
}
}
]
}
]
}
```
Active Operator ยท Advisory Capacity Strictly Capped at 2 Teams per Quarter
### Stop Guessing Why Your Organic Pipeline Stalled
Most B2B SaaS teams treat SEO like a blog publishing schedule instead of a board-level inbound revenue engine. Let us inspect your crawl budget, LLM citations across ChatGPT and Perplexity, and CRM attribution to find the exact bottleneck costing you ARR. [Request Free Pipeline Audit โ](/audit/) [Book 20-Min Working Session โ](https://cal.com/rakesh-ranjan-samantaray/pipeline-recovery) **Direct Access:** Rakesh Ranjan Samantaray (Head of SEO @ Dotcom-Monitor) **Criteria:** B2B SaaS ($2M to $40M ARR) **Email:** [hi@rakesh.work](mailto:hi@rakesh.work)