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FLOE product journal

Building the operating layer for AI that has to work.

The product story of FLOE: the foundations we shipped, the work we are sharpening today, and the directions guiding what comes next.

Now

See what an AI agent can retrieve from your site.

FLOE now builds a private semantic index of your website and tests real buyer questions against it. You can inspect which pages and passages surface, compare vector order with AI reranking, and expose content gaps before they cost a recommendation. It models the retrieval step behind agent research without claiming a live rank in Google or any AI platform.

The journey

Milestones that changed what FLOE can do.

We group work by the capability it unlocked. Each milestone marks a meaningful change for the teams operating AI.

ShippedOctober - November 2025v0.1 - v0.2

The operating foundation

FLOE started as a serious control plane for teams running AI agents across tenants, customers, and chatbots.

  • Multi-tenant roles, permissions, quotas, and audit visibility
  • Secure sessions, two-factor authentication, OAuth, and API keys
  • Configuration workflows for chatbots, prompts, memory, and integrations
ShippedLate 2025 - early 2026v0.2

From configuration to connected operations

The platform grew into the day-to-day layer around the AI engine: licensing, billing, onboarding, and the systems that keep operations moving.

  • License-aware automation and subscription operations
  • Chatwoot, vector collections, MCP tooling, and voice configuration
  • Container-first workers, queues, and operational documentation
ShippedMay 2026v0.3

A more accountable operator experience

FLOE made the operational surface more observable and resilient for teams managing real customer conversations.

  • Business metrics, billing recovery, and pending-sales flows
  • Impersonation safeguards, session lifecycle work, and stronger security UX
  • Public onboarding, localized journeys, and partner-ready service surfaces
ShippedJuly 2026v0.3.90 - v0.3.94

AISO becomes a product conversation

AISO is turning visibility into a practical product loop: inspect the public AI surface, understand the gaps, and move toward the next useful action.

  • Richer demo signals, report portability, and structured data coverage
  • A public AISO product story with clearer methodology and next actions
  • FLOE Academy material and stronger public brand foundations
In focusJuly 2026v0.4.8

Semantic search opens the AI agent's view

AISO can now index your website and show the source evidence its retrieval pipeline finds for report intentions and custom buyer questions. Teams can see what is discoverable, what gets reranked, and what is still missing before refining the next page or campaign.

  • Search report intentions and custom buyer questions against your own site
  • See exact source pages, evidence passages, semantic relevance, and reranked order
  • Turn invisible content gaps into prioritized marketing and SEO work

Looking forward

A roadmap with room to learn.

These are the product directions shaping the next chapters. Priorities can evolve as we learn from operators, customers, and partners.

NextAugust 2026Conversation engine v2

A rebuilt conversation engine

We are rewriting the chatbot system from scratch to outperform the current engine, hold up under far more concurrency, and produce more intelligent answers.

  • Built for higher concurrency
  • Sharper, more capable answers
NextEnd of July 2026AISO competitor analysis

Competitor analysis inside AISO

An automated scanner reads competitor value propositions and their gaps, then suggests stronger angles for your next report. AISO reports grow into a redaction guide that helps your site prompt the reading LLM more effectively.

  • Automated competitor scanner
  • Reports become a redaction guide
NextSeptember 2026Channel integrations

More conversation channels

The conversation engine connects to more third-party chat platforms, including Telegram for groups and Salesforce.

  • Telegram group support
  • Salesforce connector