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ForsightAI
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How ForsightAI works

Not a chatbot. A multi-agent investigation system that dig across the open web, your knowledge base, and cultural tensions — then distills everything into sourced, actionable briefs.

The gap

Generic AI has a memory problem.

When you ask a chatbot about a trend, it pulls from training weights frozen months ago. It doesn't know what dropped last week. It doesn't know which sources you trust. It doesn't remember what you asked yesterday. Every conversation starts from zero.

ForsightAI was built to close that gap. Fresh web search on every turn. A workspace memory that compounds. A Curator that learns your domain. And structured deliverables that survive beyond the chat.

Architecture

One orchestrator. Six specialists.

An orchestrator routes your question to the right agents. They dig in parallel — across the web, your knowledge base, and cultural archives — then synthesize a single, sourced response. You never manage the routing. It happens silently.

Gap Analysis

Diagnoses market forces, competitive gaps, and white spaces before any concept work begins. This is the mandatory first step for every structured deliverable.

Trends Watch

Deep web search across premium sources — dated signals, drops, market numbers, cultural conversations. Never asserts a fact without a source and a date.

Competition

Crosses your internal KB with live competitive positioning, recent drops, and social signals. Deep search available for cross-source synthesis.

Paradoxes

Detects structural cultural tensions — clean × indulgent, science × ritual, longevity × immediacy. Opportunities live at the intersection of contradictions.

Methodology

Validates every deliverable against a strict concept grid before it reaches you. Sourced, dated, counter-intuitive, concrete, actionable. If any cell is weak, it redoes it.

Curator

A meta-agent that runs after every turn. It extracts rules from your corrections, learns your vocabulary, and grows the workspace doctrine.

Workspace memory

It gets smarter. Not just older.

Every conversation enriches a workspace-specific memory layer. The agent doesn't start from scratch — it starts from everything you've already taught it. Four categories, each lockable.

Trusted sources

Outlets, writers, and studies you've cited or that informed earlier answers. The agent prioritizes these in future searches.

Reference brands

Brands the agent anchors its analyses around. Updated automatically as you discuss competitors, or added manually.

Focus categories

Recurring territories sorted by weight. The weight reflects how often a territory came up across your conversations. Set a manual weight to signal importance.

Learned rules

Explicit behaviours captured from your corrections — 'no jargon', 'always source drops', 'respond in French'. The agent respects these on every turn.

The Curator

Your workspace's dedicated teacher.

The Curator is a separate agent accessible from your account. It does three things: ingest reference content into your knowledge base, curate the doctrine (rules and methodologies that shape how the main agent thinks), and manage your workspace memory in plain language.

Talk to the Curator in plain language

Add Glossy as a trusted source
✓ Added Glossy to trusted sources.
Make skincare a high-priority category
✓ Added 'skincare' (weight 80). It now dominates focus categories.
Lock my trusted sources — the agent shouldn't touch them
✓ Locked trusted sources. Only you can add or remove items now.
Remember to never use the word 'leverage'
✓ Added rule: 'never use the word leverage'. Enforced on every turn.
Doctrine

The agent reads what you taught it.

The doctrine is a set of Markdown chunks — routing logic, classification rules, output style, sub-agent behaviors, domain methodologies. It's seeded with sensible defaults, then grows as you and the Curator refine it.

The main agent's system prompt only carries the core (role, golden rules, tool list). Everything else lives in the doctrine table and is retrieved on demand via semantic search. This keeps the prompt lightweight and cacheable, while letting the doctrine grow without bloating the context window.

methodology

Domain methodologies — forecast horizons, tension detection, scenario frameworks, naming grammar.

orchestrator_section

Cross-cutting rules for the main agent — classification, routing, output style, golden rules.

sub_agent_core

Behavior of a specific sub-agent — what it does, when to call it, what it returns.

tool_context

Guidance for a specific tool — when to call it, what inputs it expects, edge cases.

Deliverables

From signal to brief. In one conversation.

When you ask for a concept, the agent runs the full pipeline: opportunity diagnostic, three concept angles across cultural tensions, validation against a strict methodology grid, and a structured brief in your side panel. Not a mood board. A defensible, sourced, named concept.

What a concept brief contains
  • Code name — memorable, 1-3 words
  • Dated insight — sourced from web search, not training weights
  • Named cultural tension — two desirable poles that coexist
  • Hero component — ingredient, format, or technology
  • Target segment — precise generational or behavioral target
  • Comparable precedent — "the X of Y" with a specific drop or claim
  • Defensible white space — where no one currently plays
  • Target price + channel — grounded in market reality
How a question flows

From your message to the final brief.

You ask

A question, a thesis, or a vague intuition. The orchestrator maps the investigation scope silently.

Agents dig in parallel

Trends watch searches the web. Competition crosses your KB. Paradoxes detect tensions. Gap analysis maps the opportunity.

Orchestrator synthesizes

All agent outputs are merged into a single, sourced response. No English chunks in a French reply. No unsourced numbers.

Deliverable (if requested)

Ready to investigate?

Start a conversation. The agent will dig, source, and deliver.

Start investigating

Per-category locks

Lock any category to prevent the background Curator from modifying it. Locks are enforced at the code level — the agent literally cannot write to a locked category. Only you can.

What sources do we currently trust?
3 trusted sources: BeautyMatter, Glossy, WWD Beauty. Unlocked.

No need to fiddle with manual controls, weights, or locks. Tell the Curator what you want in natural language — it reads the current state, makes the changes, and confirms what was done. Available from the Curator tab in your account settings.

Self-validating output

Every deliverable passes an internal quality grid before it reaches you:

  • Sourced and dated
  • Counter-intuitive
  • Concrete and named
  • Actionable
  • Tension visible
  • No soft jargon
  • If any cell is weak, the agent redoes it. You never see the misses.

    If you asked for a concept, the agent runs the pipeline, validates against the grid, and publishes a structured brief in the side panel.

    Curator learns

    After your turn, the Curator extracts signals, insights, and tensions. Your workspace memory grows. Next turn starts smarter.