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<title>Coder Legion - Recent posts tagged model-backed-research</title>
<link>https://coderlegion.com/tag/model-backed-research</link>
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<title>Qualtix: Rules-based stock research</title>
<link>https://coderlegion.com/24709/qualtix-rules-based-stock-research</link>
<description>&lt;p&gt;Qualtix is a model-backed stock research platform built for self-directed investors who want a clearer way to evaluate US stocks.&lt;/p&gt;
&lt;p&gt;Most stock research tools either overwhelm users with raw financial data or ask them to trust a black-box AI answer. Qualtix takes a different approach: the model scores, AI explains.&lt;/p&gt;
&lt;p&gt;The Qualtix model evaluates business quality, valuation, entry timing, risk, and data quality across 1,000+ major US stocks. Each analysis turns those model outputs into a structured research brief that explains what looks strong, what looks expensive, what looks risky, and what deserves a second look before making a decision.&lt;/p&gt;
&lt;p&gt;AI is not used to invent a stock recommendation. It is used to explain the model output in plain English, so users can understand the reasoning behind the score and verdict.&lt;/p&gt;
&lt;p&gt;Key features include individual stock analysis, a daily stock screener, side-by-side stock comparison, watchlists, portfolio analysis, Portfolio Builder, Qualtix Coach, and model-backed research briefs.&lt;/p&gt;
&lt;p&gt;Qualtix is designed for investors who want a repeatable research workflow instead of jumping between screeners, charts, financial statements, analyst notes, and spreadsheets.&lt;/p&gt;
&lt;p&gt;Qualtix is for research and education only and does not provide personalized financial advice.&lt;/p&gt;
&lt;p&gt;Key Features:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Rules-based stock analysis&lt;/li&gt;
&lt;li&gt;Business quality scoring&lt;/li&gt;
&lt;li&gt;Valuation context&lt;/li&gt;
&lt;li&gt;Entry timing analysis&lt;/li&gt;
&lt;li&gt;Risk and data quality flags&lt;/li&gt;
&lt;li&gt;1,000+ US stock screener&lt;/li&gt;
&lt;li&gt;Side-by-side stock comparison&lt;/li&gt;
&lt;li&gt;Watchlist tracking&lt;/li&gt;
&lt;li&gt;Portfolio analysis&lt;/li&gt;
&lt;li&gt;Portfolio Builder&lt;/li&gt;
&lt;li&gt;Qualtix Coach&lt;/li&gt;
&lt;li&gt;AI explanations grounded in model output&lt;/li&gt;
&lt;li&gt;Research briefs in plain English&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Qualtix is for research and education only and does not provide personalized financial advice.&lt;/p&gt;
&lt;p&gt;Know more at &lt;a rel=&quot;nofollow&quot; href=&quot;https://www.qualtix.app/&quot;&gt;https://www.qualtix.app/&lt;/a&gt;&lt;/p&gt;
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<category>Launches</category>
<guid isPermaLink="true">https://coderlegion.com/24709/qualtix-rules-based-stock-research</guid>
<pubDate>Sun, 16 Aug 2026 09:19:24 +0000</pubDate>
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