---
title: "Benchmarking cheat sheet"
slug: "/help/resources/benchmarks/cheat-sheet"
last_updated: "2026-01-26T12:53:17Z"
zendesk_id: 47535938317587
zendesk_url: "https://help.walnut.io/hc/en-us/articles/47535938317587-Benchmarking-Cheat-Sheet-Guided-Demos-Playlists"
locale: "en-us"
category: "Resource Packs & Playbooks"
section: "Playbooks"
product: "playlists"
displayed_sidebar: "resourcesSidebar"
sidebar_position: 4
topic: "benchmarks"
---

Use this quick reference to benchmark Walnut demos and playlists, diagnose performance gaps, and choose the right optimization lever — without digging through every dashboard.

---

### **1️⃣ Before You Benchmark (Don’t Skip)**

-   **Start with purpose:** Confirm why this asset exists (discovery, conversion, onboarding, expansion) and what “success” should drive (explore, book, trial, adopt).
-   **Wait for processing:** sessions finalize after inactivity; Insights refreshes periodically; CRM/MAP sync may lag.
-   **Use a stable window:** last **14–30 days**
-   **Segment before you compare:** External vs Internal, Identified vs Anonymous (use **Hide Bounced Sessions** when diagnosing mid/late-funnel behavior).
-   **Check identification coverage:** aim for **70–80%** identified sessions (use Uncover for company-level + forms/URL params for contact-level).

---

### 2️⃣ **Core Benchmark KPIs (Use These Everywhere)**

| KPI | What it tells you | If it’s low… |
| --- | --- | --- |
| **Completion Rate** | Story quality & relevance | Value arrives too late, flow is too long, or navigation is unclear |
| **Bounce Rate** | Hook & gating effectiveness | Opener is weak or gate appears too early |
| **Median Time Spent** | Depth of attention (outlier-safe) | Confusion, fatigue, or unclear “what’s next” momentum |
| **CTA Conversion (FAB or other CTA)** | Intent to act | CTA is too late, too generic, or not aligned to viewer stage |
| **Engagement Score** | Overall asset health vs top performers | Structural, pacing, or relevance issues |
| **Identified vs Anonymous** | Attribution readiness | You’re missing ROI signals and undercounting high-intent behavior |

:::note

**\*CTA precedence:**  
If the asset includes a **FAB** or another explicit conversion CTA (e.g., _Book a Meeting_, _Start Trial_), benchmark **conversion rate first** and treat completion as a supporting signal.

:::

---

### 3️⃣ **Benchmarks Change by Funnel Stage**

| Funnel Stage | Primary Benchmark Focus |
| --- | --- |
| **Top of Funnel** | Bounce ↓, early value/early completion ↑, identification coverage ↑ |
| **Mid-Funnel** | Completion ↑, median time ↑, CTA conversion (FAB) ↑, engagement score ↑ |
| **Bottom of Funnel** | Return sessions ↑, CTA conversion (FAB) ↑, late-stage screens/sections viewed |
| **Post-Sale** | Repeat sessions ↑, completion consistency ↑, playlist completion ↑ |

---

### 4️⃣ **Which Tool to Use (Fast Diagnosis)**

| If you see… | Use this tool | To answer… |
| --- | --- | --- |
| Low completion | **Guides Funnel / Screens Funnel** | Where does attention drop (step-by-step or screen-by-screen)? |
| High bounce | **Insights Summary + First Screen/First Step** | Is the opener, promise, or gate creating early exits? |
| High time, low completion | **Sessions Table + Session Journey** | Are viewers stuck, looping, or getting lost? |
| Low CTA conversion (FAB) | **Top Screens + Guides Funnel** | Is the CTA too late, unclear, or missing the peak value moment? |
| Playlist drop-off | **Playlist Item Insights** | Which item breaks momentum (or fails to earn continuation)? |

---

### 5️⃣ **Guided Demo vs Playlist Benchmarks**

| Asset Type | Primary KPIs | Optimization Focus |
| --- | --- | --- |
| **Guided Demo** | Guide completion (chapters), steps viewed, median time, bounce, CTA conversion (FAB) | Narrative pacing, annotation length, gate placement, CTA timing/copy |
| **Playlist** | Playlist completion, avg/median time, played %, item-level completion | Sequencing, first-item strength, scope control (3–5 items), “recommended next” momentum |

---

### 6️⃣ **Common Fixes (Metric → Action)**

-   **Bounce high:** strengthen the opener (clear promise + value fast); delay gating until after early value (often steps 3–5).
-   **Completion low:** move the “aha” earlier; shorten paths; trim/merge redundant guide steps.
-   **Time high, completion low:** simplify navigation; clarify “what’s next”; reduce modal/text friction.
-   **CTA conversion (FAB) low:** move CTA closer to the peak value moment; use action-driven copy (_Book_, _Start_, _Unlock_, _Continue_); offer more than one CTA moment (not only the end).
-   **Playlist exits early:** start with the most visual/fast-to-value item; rename items by outcome; limit to 3–5 items.

---

### **7️⃣ Advanced (Optional): ROI Benchmarks**

-   Stage conversion (with vs without demo views)
-   Average sales cycle length by demo activity
-   Win / loss by demo engagement
-   Open opportunities with low engagement (re-activation targets)

**Rule of thumb:** Only use ROI benchmarks once identification coverage and integrations are solid (otherwise attribution will be incomplete).

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:::note[Want the full framework?]

Go deeper on benchmarks, KPI ranges, and optimization examples in  
👉 [**Benchmarking Guided Demos: What “Good” Looks Like in Walnut**](#)

:::