Pnyx AI — Workload Intelligence Report

Your Prompts. Your Data.

Pnyx analyzed your production prompts and evaluated them against every major model. Here's what we found.

Organization

Acme Corp

Source

Production prompt export

Period

Jan 1 – Jan 31, 2026

Prompts Analyzed

4,218

Conversations

312

Report Generated

Mar 3, 2026

Sample Prompt Logs

What we analyzed

A sample of the prompts submitted from your production prompt export. Pnyx evaluated every prompt to determine the skills each one demands.

2026-01-02 08:41

user

Draft a reply to this customer asking about our return policy. Keep it under 3 sentences.

2026-01-02 08:41

model

Thank you for reaching out. Our return policy allows returns within 30 days of purchase with original packaging...

2026-01-03 09:12

user

Extract the company name, address, and phone number from this invoice text.

2026-01-03 09:12

model

Company: Meridian Supply Co. Address: 2400 Industrial Blvd, Suite 110, Austin TX 78744. Phone: (512) 555-0189.

2026-01-05 11:30

user

Reformat this list of names and emails into a CSV with headers: first_name, last_name, email.

2026-01-05 11:30

model

first_name,last_name,email\nJohn,Martinez,[email protected]\nSarah,Chen,[email protected]...

2026-01-07 14:05

user

Translate this shipping notification to Spanish. Keep the same format.

2026-01-07 14:05

model

Su pedido #4821 ha sido enviado. Fecha estimada de entrega: 12 de enero de 2026...

2026-01-09 10:18

user

Summarize this 3-page contract into 5 bullet points. Focus on payment terms and termination clauses.

2026-01-09 10:18

model

Key terms: Net-60 payment schedule, 2% early payment discount, auto-renewal with 90-day notice...

2026-01-12 08:55

user

What’s our current inventory count for SKU-4410? Check the attached report.

2026-01-12 08:55

model

SKU-4410 current inventory: 1,247 units across 3 warehouses. Austin: 580, Chicago: 412, Newark: 255.

2026-01-15 16:33

user

Classify these 20 support tickets by category: billing, technical, shipping, or general inquiry.

2026-01-15 16:34

model

Billing: tickets #1042, #1048, #1055. Technical: #1043, #1051. Shipping: #1044, #1046, #1049...

Showing 14 of 4,218 prompt log entries

Skills Distribution

How your workload breaks down

Pnyx scores the skills each prompt demands. Your workload is dominated by instruction execution, data extraction, and formatting — tasks that don't require frontier-class reasoning.

Skills Distribution Detail

Full breakdown

Each skill is weighted by how often and how intensely your prompts require it. Main skills drive model selection.

Skill	Weight	Percentage	Main Skill
instruction_comprehension_and_execution	1.0000	28.4000%	✓
foundational_knowledge	0.7782	22.1000%	✓
data_extraction_and_formatting	0.6549	18.6000%	✓
language_and_translation	0.4331	12.3000%	✓
text_summarization	0.3451	9.8000%	✓
classification_and_categorization	0.1831	5.2000%	✓
foundational_reasoning_skills	0.0704	2.0000%
applied_sciences_and_engineering	0.0387	1.1000%
formal_logic_and_fallacies	0.0176	0.5000%

Recommended Models

Best fit for your workload

Your workload matches best with smaller, faster models — not the frontier model you're currently running.

Gemini 3 Flash Preview

88.8%

Best Match

Qwen3 Next 80b A3b Instruct

84.5%

Deepseek V3.2

82.7%

Cost Comparison

What this means for your budget

Projected monthly cost based on your actual workload volume routed to each recommended model vs. your current model assignment.

Current Spend

$X,XXX

Gemini 2.0 Flash

With Pnyx Routing

$X,XXX

Optimal model per prompt

Monthly Savings

$X,XXX

XX% cost reduction

Model	Match	Est. Monthly Cost	vs. Current
Gemini 2.0 Flash	—	$X,XXX	—
Gemini 3 Flash Preview	88.8%	$X,XXX	-XX%
Qwen3 Next 80b A3b Instruct	84.5%	$X,XXX	-XX%
Deepseek V3.2	82.7%	$X,XXX	-XX%
Pnyx Optimal Routing	—	$X,XXX	-XX%

Cost analysis available after workload review

Your skills profile and model recommendations are complete. The next step is a cost comparison showing your current spend vs. projected cost for each recommended model — based on your actual prompt volume and workload mix.

Request Cost Analysis