Floyi 2.8

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Floyi 2.8.3 – March 8, 2026

Knowledge Base Scoping for Briefs, White-Label AIRS Reports, New AI Models, and Better Expert Attribution

Give your Brief Agents exactly the right context with Knowledge Base scoping, share branded AIRS reports with clients, and get higher-quality drafts with better expert attribution.

📝 Content Briefs: Knowledge Base Scoping

You can now control exactly which Knowledge Base documents your Brief Agents draw from. Instead of searching everything, narrow the scope to specific categories or individual documents so your briefs stay focused on the most relevant context.

  • Scope by category — select one or more Knowledge Base categories to restrict which documents are searched during brief generation.
  • Scope by document — hand-pick individual Knowledge Base files for the Brief Agents to reference.
  • Knowledge Base attribution — briefs now show which Knowledge Base files were referenced and in which sections, so you can trace every insight back to its source.
Content Brief Knowledge Base Scope — select categories or individual documents for Brief Agents
Knowledge Base Scope — narrow which documents Brief Agents search by category or individual file

📚 Brand Foundation: Knowledge Base Categories

Organize your Knowledge Base documents into categories for easier browsing, filtering, and scoping during brief generation.

  • Create and manage categories — group documents by type (e.g., "Case Studies", "Product Docs", "Industry Research") with custom colors for visual distinction.
  • Assign documents to multiple categories — a single document can belong to more than one category.
  • Filter by category — quickly find documents using the category filter bar alongside source type filters.
  • Increased batch upload limit — upload up to 20 files at once.

📊 AIRS Analyzer: Updated White-Label Report Design

Export AIRS reports as Google Docs, Word, or HTML and customize them with your own branding before sharing with clients. Perfect for agencies and consultants who need to present AI search visibility data under their own name.

  • White-label ready exports — download reports as Google Docs, DOCX, or HTML, then add your logo, brand colors, and agency name before sending to clients.
  • HTML export — export as a standalone HTML file that opens in any browser. Upload it to your hosting for a shareable client link.

✍️ Content Creation: Better Expert Attribution

Draft quality gets an upgrade with better expert attribution.

🤖 AI Models: GPT-5.4 and GPT-5.3 Instant

OpenAI's latest GPT-5.4 and GPT-5.3 Instant models are now available across all Floyi workflows — brand generation, briefs, drafts, and analysis.

🛠️ Performance Improvements & Bug Fixes

  • Various performance improvements and bug fixes across the platform.

Floyi 2.8.2 – February 28, 2026

Public API (Closed Beta), Brand Voice Editing, Information Gain, and Platform Improvements

This release introduces the Floyi Public API in closed beta, adds Brand Voice editing, improves Information Gain analysis for Content Briefs, and includes performance improvements and bug fixes across the platform.

🔌 Public API — Closed Beta

The Floyi Public API is now available in closed beta. Integrate Floyi's content strategy capabilities directly into your own tools and workflows via API.

  • Closed beta access — available by invitation. Contact us if you'd like to participate.
  • External API keys — manage your API keys from your account settings.

🎙️ Brand Foundation: Brand Voice Editing

You can now edit your Brand Voice fields directly. Fine-tune tone, vocabulary, sentence patterns, and other dimensions without re-analyzing from scratch.

📝 Content Brief: Improved Information Gain

Content Briefs now surface competitor content gaps with two scores so you can prioritize which gaps are worth filling.

  • IG (Information Gain) — a novelty score from 0 to 1. Higher scores mean fewer competitors cover this topic, so it represents a bigger opportunity to stand out.
  • AI Cite — the estimated likelihood that filling this gap earns citations in AI search. A high rating means AI search mentions the topic but no competitor provides a definitive source.
Content Brief Information Gain — IG scores and AI Cite ratings for competitor content gaps
Competitor Content Gaps scored by Information Gain (IG) and AI citation likelihood (AI Cite)

🛠️ Performance Improvements & Bug Fixes

  • Various performance improvements and bug fixes across the platform.

Floyi 2.8.1 – February 18, 2026

Demo Brand Projects and UI Improvements

Two fully built-out demo projects are now available so you can explore how Floyi works — from brand foundation and topical maps to Topical Authority scores, competitor tracking, and AI search visibility.

🚀 Demo Brand Projects

New users no longer have to start from a blank slate. Two demo projects show what a complete Floyi setup looks like for different business types — one local, one SaaS — each with hundreds of topics already mapped.

  • Bright Path Dental — a multi-location dental practice in Austin, TX with site architecture (services, locations, and service + location pages), a topical map with hundreds of topics, and calculated Topical Authority scores. See how local SEO content strategy connects across the full system.
  • SendWise — a SaaS email marketing platform with a resource-only content strategy and a topical map with hundreds of topics. See how a blog-focused approach works without site architecture.
  • Brand Foundation included in both demos — explore Brand Voice, Content Guide, and Knowledge Base to see how brand strategy feeds into the content workflow before you build your own.
  • Explore the full Topical Authority workflow — see Topical Authority scores in action, track competitors in the Share of Voice leaderboard, view AI search mentions and citations, and use the Planner tab to manage briefs and drafts across your topic map.

Demo projects are available on all plans, including free. If you have not explored Topical Authority yet, the demos are the fastest way to see what it looks like on a real brand with no setup required.

Bright Path Dental demo project — Topical Authority scores
Bright Path Dental — explore Topical Authority scores in a fully built-out demo project

🛠️ Performance Improvements & Bug Fixes

Various performance improvements and bug fixes across the platform for faster load times and smoother workflows.

Floyi 2.8.0 – February 13, 2026

Brand Voice, Knowledge Base, Topical Research Overhaul, and Competitor Authority Scores

Teach Floyi how you write, give it your best reference material, research topics faster and cheaper, and see exactly how your competitors score on authority.

🎙️ Brand Foundation: Brand Voice

Stop rewriting AI drafts from scratch. Upload 3-5 writing samples and Floyi analyzes your tone, vocabulary, sentence patterns, rhetorical style, and personality traits to build a structured voice profile. Every brief and draft that follows sounds like your team wrote it.

  • Seven-dimension analysis covering tone, vocabulary level, sentence patterns, perspective, rhetorical patterns, personality traits, and distinctive patterns.
  • AI Prompt Directive generated automatically — the exact instruction Floyi sends to AI agents so writing stays consistent across every piece of content.
  • Select from Knowledge Base or upload — use documents you have already uploaded, or drag in new samples.
  • Edit and fine-tune the directive anytime for free. Re-analyze when your voice evolves.

📚 Brand Foundation: Knowledge Base

Your AI agents are only as good as the context they get. Knowledge Base lets you upload your best reference material — case studies, product docs, research, style guides — so briefs and drafts draw from your real expertise instead of generic web knowledge.

  • Upload PDFs, DOCX, TXT, MD, HTML, import any URL, or paste text directly.
  • Automatic chunking and embedding — Floyi splits documents and builds semantic search so the most relevant passages surface during generation.
  • Up to 2,000 documents on the Scale plan (500 on Pro).
  • Zero credit cost for uploads and processing — you only spend credits when generating content.
Brand Foundation Knowledge Base
Upload your best reference material to the Knowledge Base

🔬 Topical Research: New Views and Faster Workflow

Research just got faster, clearer, and cheaper. A redesigned workflow generates ST2 and ST3 subtopics together in a single step, cutting the number of generation rounds and reducing credit costs.

  • New Silo view — Kanban-style columns with one pillar per column, independently scrollable and resizable. See the shape of your topic map at a glance.
  • New Outline view — collapsible hierarchy with sticky section headers and real-time search across all levels and keywords.
  • Combined ST2 + ST3 generation — second and third level subtopics generate together, so each ST2 gets depth in one pass instead of two separate steps.
  • Lower credit costs — fewer generation rounds means fewer credits spent for the same depth of research.
Topical Research Silo View
Silo view — Kanban-style columns with one pillar per column
Topical Research Outline View
Outline view — collapsible hierarchy with real-time search

📊 Topical Authority: Competitor Authority Scores

You could already see your own Topical Authority Score. Now you can see theirs. The SOV leaderboard shows TAS, Content Authority, Market Authority, and AI Authority for every competitor domain so you can compare pillar strengths side by side.

  • Per-competitor authority breakdown — see which competitors are strong in content but weak in AI, or dominating market share but thin on coverage.
  • Track up to ten competitors with pinned domains, score history, and trend comparisons over time.
  • Spot the weak link — use pillar-level comparisons to find the gap where your next sprint can make the biggest impact.

🛠️ Performance Improvements & Bug Fixes

Various performance improvements and bug fixes across the platform for faster load times and smoother workflows.