# Benchmarking

All examples use Chat Explore, available in the Explore tab. Prompts utilize a dummy marketing dataset with columns for CTR, CPC, CPM, CTR\_Benchmark, CPC\_Benchmark, and CPM\_Benchmark. Change prompt text as applicable to your data.

<details>

<summary>Tracking Against Benchmark</summary>

Identify campaign performance via Benchmark data.

**Example Prompt:**\
Create a table of the top 25 performing campaigns based on CTR, CPC, and CPM vs their benchmark values.

**Akkio Output:**\
![](/files/XoG5tlLZYiWzP8NfHp1T)

**Example Prompt:**\
Create a graph of CTR for Instagram over time, grouped by daily average, in 2024. Include CTR\_Benchmark.

**Akkio Output:**\
![](/files/VoOFLVH6U6PSfr76d03r)

Tips:

* Utilize live data connectors to have an automated dashboard that can track current metrics vs historic benchmarks.
* Create benchmark values from industry-wide data to establish a competitive benchmark.
* Create historical benchmark values in Prepare by creating new columns for the average value of each metric.&#x20;
  * Example in Column Adjustment
* Keep in mind, or reverse graphs, where lower values are preferred. Such as lower CPC and higher CTR.
  * Refer to Akkio's AI-Interpretation to check for ascending vs descending ranking by metric.

</details>

<details>

<summary>Benchmark Analysis</summary>

Identify and visualize relationships between metrics with a baseline comparison.

**Exmple Prompt:**\
Create a graph of each Ad Type's CPM over time, grouped by day. Include average CPM\_Benchmark for each date point.

**Akkio Output:**\
![](/files/EOLGjz6jOYCXIeIL7Sbg)

Example Prompt:\
Create a non-stacked bar chart of average CPC, CTR, and CPM for 2024 by Campaign Type. Include a red dashed line for the average Benchmark of CPC, CTR, and CPM.

Akkio Output:\
![](/files/AYw2Ua4mz11HsC8bIkrW)

**Example Prompt:**\
What is the average variance of CTR, CPC, and CPM from their respective benchmarks?

**Akkio Output:**\
![](/files/tUDURzNxl9drmDBupyrk)

Tips:

* General work-flow - Prompt a graph as you would as usual to analyze your metrics. Include a sentence to add a dotted line for the metric's benchmark.
* Keep consideration of variance by metric from the benchmark.
  * Example on how to prompt for variance listed above.

</details>


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