diff --git a/model-benchmarks/index.html b/model-benchmarks/index.html
index 5a208c9..d7ada1d 100644
--- a/model-benchmarks/index.html
+++ b/model-benchmarks/index.html
@@ -429,7 +429,7 @@ <h1 class="text-3xl md:text-4xl lg:text-5xl font-display font-semibold mb-4">
             class="text-sm text-of-muted text-center max-w-2xl mx-auto mb-8"
             data-aos="fade-up">
             Numbers tell you <em>what</em> a model can do. Traits tell you <em>who</em>
-            it is. Our editorial reads, grounded in 22-dimension
+            it is. Our editorial reads are grounded in 22-dimension
             <a
               href="https://eqbench.com"
               target="_blank"
@@ -449,12 +449,12 @@ <h1 class="text-3xl md:text-4xl lg:text-5xl font-display font-semibold mb-4">
             <div class="insight-card">
               <div class="insight-header">
                 <span class="insight-tag insight-tag--top">Highest EQ</span>
-                <span class="insight-cost">$5.62/M</span>
+                <span class="insight-cost">$5.63/M</span>
               </div>
               <h3 class="insight-model">GPT-5.4</h3>
               <p class="insight-read">
-                The most emotionally intelligent model tested. Highest correctness and
-                depth of insight, with exceptionally low sycophancy.
+                The most emotionally intelligent model tested. Tied for highest depth of
+                insight (15.8), highest correctness, and exceptionally low sycophancy.
               </p>
               <div class="insight-traits">
                 <span class="insight-trait insight-trait--positive"
@@ -476,7 +476,7 @@ <h3 class="insight-model">GPT-5.4</h3>
               <h3 class="insight-model">Claude Opus 4.6</h3>
               <p class="insight-read">
                 Highest empathy among flagships with deep insight. Leads on demonstrated
-                empathy and emotional reasoning. Premium price, premium presence.
+                empathy. Premium price, premium presence.
               </p>
               <div class="insight-traits">
                 <span class="insight-trait insight-trait--positive">Empathy 14.9</span>
@@ -559,7 +559,7 @@ <h3 class="insight-model">MiniMax M2.7</h3>
               </div>
               <h3 class="insight-model">Step 3.5 Flash</h3>
               <p class="insight-read">
-                Scores 69.25 on EQ — beating models that cost 30-60x more. At fifteen
+                Scores 69.25 on EQ — beating models that cost 10-40x more. At fifteen
                 cents per million tokens, the best EQ-per-dollar in the field. No
                 detailed trait breakdown available yet.
               </p>
@@ -599,9 +599,9 @@ <h3 class="insight-model">GPT-5.4 Mini</h3>
               </div>
               <h3 class="insight-model">Grok 4.20</h3>
               <p class="insight-read">
-                Decent v3 score (68.55) but the lowest Elo ranking (856) by far — humans
-                don't enjoy chatting with it. Strong subtext reading, but something gets
-                lost in delivery.
+                Decent v3 score (68.55) but lowest EQ-Bench Elo (856) — struggles with
+                emotional nuance tests despite strong Arena Elo (1491, rank 4) showing
+                humans like chatting with it. Strong subtext reading.
               </p>
               <div class="insight-traits">
                 <span class="insight-trait insight-trait--positive">Subtext 15.8</span>
@@ -623,6 +623,7 @@ <h3 class="insight-model">Qwen3.6 Plus</h3>
                 Free is free. But highest sycophancy (6.2) and lowest EQ score (60.45)
                 of the set. Most likely to tell you what you want to hear rather than
                 what you need to hear.
+                <em>(Benchmark data from Qwen3.5-397B predecessor)</em>
               </p>
               <div class="insight-traits">
                 <span class="insight-trait insight-trait--negative"
@@ -635,7 +636,8 @@ <h3 class="insight-model">Qwen3.6 Plus</h3>
           </div>
 
           <p class="text-xs text-of-muted text-center mt-6">
-            All trait scores are 0–20 from EQ-Bench v3.
+            Individual trait scores (warmth, empathy, etc.) are 0–20 from EQ-Bench v3.
+            EQ scores are 0–100; Elo rankings vary by benchmark.
           </p>
         </div>
       </section>