The product is moving fast.
What shipped recently, what we’re closing next, and what’s coming. Updated as we ship.
Just shipped
Already live in the product.
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Shipped
The feed is purely factual
Every row states a source, what happened, when, and a link to the record — nothing more. We removed scores, confidence bands, and directional read-outs, and we no longer group separate events as “related.” You see each public event on its own and draw your own conclusion.
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Shipped
Valuation shows the models, not a verdict
DCF, DDM, and EPV side by side with their inputs visible, plus the numeric spread between them. We removed the “models agree/disagree” verdict and the implied upside-vs-price — the values and the spread are facts; the read is yours.
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Shipped
Alerts are yours to define
We retired the alert that fired on an internal score. Alerting now runs only on filters you write and can verify — counts of source kinds in a window you choose — never a number we computed for you.
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Shipped
API v1 returns factual events
The Dev-tier event endpoint (/api/v1/signals) returns the factual six-field shape — source, action, ticker, timestamp, link, sourced — with no scores or weights. Existing keys keep working; the legacy path 301-redirects during a 90-day migration window.
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Shipped
Hover any number for provenance
Every cited number in chat output carries a tooltip showing source category + timestamp. Click-through to the source where possible.
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Shipped
Three valuation models in parallel
Discounted cash flow, dividend discount, earnings-power-value — side by side on the same fundamentals. The disagreement is the information.
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Shipped
Live tool-call meter
See exactly how many of your daily tool calls you’ve used and the countdown to reset. No surprise rate-limit walls mid-research.
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Shipped
Bring-your-own-model-key
Drop a key from any major model provider into Settings. Your prompts route directly; our monthly compute cap stops applying.
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Shipped
Read-only paper-trading import
Connect a paper-trading account to import tickers as a starting watchlist. No trade permissions requested, ever. Watchlist remains navigation, not personalization.
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Shipped
User-defined filter alerts
“Ping me when any oversight-committee member reports a financials trade.” That’s the filter. You write it; we run it.
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Shipped
Token-by-token streaming on every provider
Responses stream as they generate. No spinner-then-reply on any provider you choose.
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Shipped
Permanent timestamped ledger
Every public event we surface is timestamped and archived per ticker. Look back at any ticker on any day — the record persists even when conversations are deleted.
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Shipped
Form 4 insider activity surface
Insider purchases and sales rendered with direction and dollar value, not just “a filing exists.” Material non-routine activity is flagged as a fact, not an interpretation.
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Shipped
Congressional trade tracking
STOCK Act disclosures surfaced as raw cited events, filterable by member, sector, and date.
Gaps we’re closing
Problems we built the product to fix.
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Gap
AI invents numbers → auto-checked against source
Every claim is verified against the underlying tool output before it reaches you. Unverifiable claims are flagged with a badge, never silently passed.
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Gap
Single fair-value hides uncertainty → three models
Three independent valuation methods in parallel. The spread between them is the information.
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Gap
Bloomberg $24K/yr → $20/month
Public data inputs across regulatory filings, macro indicators, prediction markets, news. The value is the synthesis and the citations — not the data feed.
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Gap
Hours of cross-referencing → one cited brief
Five-minute read instead of an afternoon of tabs. Sources queried in parallel.
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Gap
Generic LLMs guess at filings → grounded reads
The chat reads actual 10-K/10-Q text. Year-over-year language differences surface as facts.
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Gap
No record of what was knowable → permanent ledger
Every public event timestamped and archived. Useful for self-review, end-of-year audit, or showing your work.
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Gap
Public events scattered → one filterable view
Politician trades, insider filings, regulator statements, macro releases, news — all in one feed you select and filter.
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Gap
Black-box “AI picks” → you filter, you read, you decide
Avarieux never labels events as related, never assigns direction, never recommends. The interpretation stays with you.
Coming next
In progress or scoped.
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Coming
Entity profile pages
Politicians, regulators, and insiders as filterable entities. See every public action they’ve taken, in one timeline.
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Coming
Price-context window view
Pick a date range on any ticker chart. See the public events that landed inside it — listed as facts. No causation claim, just temporal context.
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Coming
Real-brokerage read-only import
Read-only OAuth into production brokerages. Import-as-starting-watchlist only — we don’t monitor holdings, ever.
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Coming
PDF export of any brief
One-click export with branded cover header. Hand it to a client, file it for records. Every claim footnoted.
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Coming
Public developer API
Structured endpoints for the chat, briefs, and event feed. Token-based auth on the Dev tier.
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Coming
Team workspace
Shared watchlist + brief library + comments. For small RIA teams running research workflows together.