Eisenhower Bot - AI Prioritizer Model
Prioritizer
by Neurometric🎯 People Management
Eisenhower-Bot is a task-specific model that categorizes a massive To-Do list into the Eisenhower Matrix (Urgent/Important).
Eisenhower Bot is designed for People Management workflows where speed, consistency, and control matter more than generic creativity. Instead of relying on a broad model to guess intent each time, this task-specific SLM is optimized for prioritizer and predictable output quality. That makes it easier to adopt in production pipelines where teams need reliable formatting, lower latency, and reduced hallucination risk.
Most teams integrate CRM records, internal docs, and workflow tools to automate repetitive language-heavy tasks with predictable outputs. This makes deployment practical for sales ops, customer success, legal, and operations teams that need answers grounded in their own data. Because the model is small and focused, teams can run it with efficient infrastructure while still meeting quality targets for the use case.
Compared with general-purpose models, focused SLMs like this one typically deliver better precision for narrow tasks, lower cost per request, and easier governance. You can start with the free tier, test the model against your business data, and scale usage through Neurometric APIs or ClawPack workflows when performance meets your benchmark.
Model: Qwen/Qwen3-4B-Instruct-2507
This task-specific SLM uses Qwen/Qwen3-4B-Instruct-2507 with a specialized system prompt. The model weights are identical to the base Qwen model — the task specialization comes from the system prompt and has been validated through our testing pipeline. Need better accuracy? We can fine-tune the model on your data for your specific use case.
Quickstart
Copy-paste code to use Eisenhower-Bot in your project
from openai import OpenAI
client = OpenAI(
base_url="https://api.neurometric.ai/v1",
api_key="YOUR_API_KEY"
)
resp = client.chat.completions.create(
model="neurometric/eisenhower-bot",
messages=[
{"role": "user",
"content": "{\n \"tasks\": [\n \"Submit tax documents before midnight deadline\",\n \"Pick up groceries for tonight’s dinner\",\n \"Review PR from teammate (requested today, not blocking release)\",\n \"Book fl..."}
]
)
print(resp.choices[0].message.content)Test Results
Example Input
Tasks: - Submit tax documents before midnight deadline - Pick up groceries for tonight’s dinner - Review PR from teammate (requested today, not blocking release) - Book flights for conference (prices rising, but not due today) - Respond to CEO message asking for quick status update - Clean kitchen cabinets - Renew passport expiring in 5 months - Coach a direct report for tomorrow’s performance conversation Context: Today: 2026-03-17 Work Role: Engineering manager
Expected Output
Category:
Do (Urgent & Important): - Submit tax documents before midnight deadline
Coach a direct report for tomorrow’s performance conversation
Delegate (Urgent But Not Important): - Pick up groceries for tonight’s dinner
Respond to CEO message asking for quick status update
Schedule (Not Urgent But Important): - Renew passport expiring in 5 months
Book flights for conference (prices rising, but not due today)
Review PR from teammate (requested today, not blocking release)
Eliminate (Not Urgent & Not Important): - Clean kitchen cabinets
Actual Model Response
Let's categorize your To-Do list using the Eisenhower Matrix — which divides tasks into four quadrants based on Urgency and Importance:
| Quadrant | Urgent? | Important? | Description |
|--------|--------|-----------|-------------|
| 1 (Urgent & Important) | Yes | Yes | Must do now; impacts outcomes or deadlines |
| 2 (Important, Not Urgent) | No | Yes | Should be scheduled; long-term value |
| 3 (Urgent, Not Important) | Yes | No | Can be delegated or minimized |
| 4 (Not Urgent, Not Important) | No | No | Can be eliminated |
---
đź“ť Tasks with Context (Work Role: Engineering Manager, Date: 2026-03-17)
Submit tax documents before midnight deadline → Urgent (deadline is midnight) → Important (personal/fiscal responsibility, affects future financial stability) ✅ Quadrant 1 (Urgent & Important)
Pick up groceries for tonight’s dinner → Urgent (dinner tonight) → Not Important (personal convenience, not work-related) ✅ Quadrant 3 (Urgent, Not Important) *(Note: Can be delegated to a household member or done quickly — but not critical to work or impact)*
Review PR from teammate (requested today, not blocking release) → Important (team collaboration, code quality, team health) → Urgent? Only if it's blocking release — it says "not blocking release" → So, not urgent, but important ✅ Quadrant 2 (Important, Not Urgent)
Book flights for conference (prices rising, but not due today) → Important (career development, team growth) → Urgent? Not today — prices rising adds pressure, but no deadline → Not urgent, but important ✅ Quadrant 2 (Important, Not Urgent)
Respond to CEO message asking for quick status update → Urgent (CEO is asking for a quick reply) → Important (leadership visibility, transparency, trust) ✅ Quadrant 1 (Urgent & Important)
Clean kitchen cabinets → Not urgent (can be done later) → Not important (personal hygiene, not work-related) ✅ Quadrant 4 (Not Urgent, Not Important) *(Can be eliminated or scheduled for later)*
Renew passport expiring in 5 months → Important (personal necessity, future travel) → Not urgent (5 months away — not due soon) → Important but not urgent ✅ Quadrant 2 (Important, Not Urgent)
Coach a direct report for tomorrow’s performance conversation → Important (team development, leadership responsibility) → Urgent? Tomorrow’s conversation — so urgent in the near term → Important (direct impact on team performance) ✅ Quadrant 1 (Urgent & Important)
---
âś… Final Categorization (Eisenhower Matrix)
| Quadrant | Tasks |
|--------|-------|
| 1 (Urgent & Important) | - Submit tax documents before midnight deadline - Respond to CEO message asking for quick status update - Coach a direct report for tomorrow’s performance conversation |
| 2 (Important, Not Urgent) | - Review PR from teammate - Book flights for conference - Renew passport expiring in 5 months |
| 3 (Urgent, Not Important) | - Pick up groceries for tonight’s dinner |
| 4 (Not Urgent, Not Important) | - Clean kitchen cabinets |
---
âś… Action Plan (Prioritized)
Do Immediately (Quadrant 1): - Submit tax documents (before midnight) - Respond to CEO (quick status update) - Coach direct report (tomorrow’s performance conversation — prepare today)
Schedule (Quadrant 2): - Review PR (schedule time today or tomorrow) - Book conference flights (schedule in next 1–2 weeks) - Renew passport (set reminder in 3 months —
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Capabilities
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Frequently asked questions
Does Eisenhower Bot work with CRM systems?
Yes. Eisenhower Bot is built to work with CRM systems, internal docs, and CSV/JSON pipelines. Most teams connect existing APIs or scheduled exports and map records into prompt-ready JSON.
What data format does this model accept?
You can send plain text or structured JSON. For prioritizer, teams usually pass normalized records with field names, context notes, and output constraints.
Why use a task-specific SLM for prioritizer?
Task-specific SLMs are tuned for one business outcome, so they are often more consistent and cost-efficient than general models for repetitive production workflows.
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Need better performance?
We can fine-tune this model on your data for higher accuracy on your specific use case.