35 High‑Precision DeepSeek Prompt Templates Across 7 Key Scenarios

Prompt Engineering Fundamentals

Effective prompt engineering requires clear, purpose‑driven prompts that define the task, control the model’s output style, content, and format, and avoid political, religious, personal, sensitive, or confidential material. Well‑crafted prompts reduce interaction cost and improve efficiency.

1. Data Analysis Prompts

Sales Funnel Analysis – Use the Pareto principle on the last 30 days of conversion data (attachment) to identify the top three bottlenecks, then output an annotated funnel chart with optimization suggestions. Applicable scenario: monthly e‑commerce review.

Outlier Detection – As a finance analyst with five years of experience, scan a reimbursement ledger using the Turkey method, flag suspicious entries, and calculate the potential risk amount. Applicable scenario: corporate audit.

Visualization Command – Convert 2023 user‑activity data into a heat‑map (X‑axis: month, Y‑axis: time slot, color: active users) using Plotly, generate an interactive chart, and export HTML compatible with Jupyter Notebook.

Predictive Model Construction – Build an ARIMA model on three years of sales data (including seasonality, promotions, weather), output daily forecasts for the next quarter with confidence intervals, and validate accuracy with Grey System Theory. Reserve 20 % of the data for back‑testing.

Data Cleaning Template

# You are a PySpark‑experienced data engineer
# Task: clean user‑behavior logs (missing values, wrong timestamps, abnormal device IDs)
# 1. Apply 3σ rule to numeric fields
# 2. Convert timestamps to UTC+8
# 3. Output cleaning report (dirty‑data ratio / processing logic)

2. Programming Development Prompts

Algorithm Optimization – Optimize the attached LeetCode solution from O(n²) to O(n log n) using a red‑black tree and add Chinese comments. The solution must pass LeetCode problem 215 test cases.

Django "RelatedObjectDoesNotExist" Debugging – Context: one‑to‑one link between user model and profile table. Provide five possible causes and corresponding fixes after checking migrations and signal triggers.

API Integration – Write a Python function that calls the OpenAI API to generate meeting minutes, saves the result as Markdown to a specified directory, and includes exponential back‑off retry logic compatible with Azure Functions.

Regular Expression for IPv6 – Extract all IPv6 addresses (including compressed forms such as 2001:db8::1) from a log file, exclude illegal characters, and generate test cases on regex101.com.

High‑Concurrency Flash‑Sale Architecture – Design a system capable of 1 M QPS, with oversell prevention and a distributed transaction scheme for inventory deduction and order creation. Output the component topology diagram in Mermaid syntax.

3. Document Processing Prompts

Meeting Minutes – Convert a transcription (attachment) into a standard minutes document, extract three key decisions, generate five action items (owner/DDL), highlight disputes in red, and produce a two‑column PDF layout.

Contract Review – As a corporate lawyer, review a procurement contract (attachment), focusing on breach‑of‑contract clauses, IP ownership, force‑majeure definition, and mark risk points in revision mode.

PPT Automation – Transform a project report (attachment) into a PPT outline: bold core points, label data sources on charts, add speaker notes, and export as a .pptx template.

Email Template – Draft a professional business‑English reminder email for overdue payments, including invoice details, installment options, and a polite yet firm legal warning.

Multilingual Translation – Translate a technical document from Chinese to English using IEEE terminology, preserve Markdown formatting, produce a bilingual version, and avoid machine‑translation tone.

4. Learning & Research Prompts

Paper Deep‑Read – Apply the Feynman technique to a Nature paper (link) and output: a 50‑word core finding, innovation compared to prior work, a methodology flowchart, and three extension questions.

Concept Explanation – Explain quantum entanglement to liberal‑arts students with a coffee‑shop analogy, avoid formulas, and include an EPR‑paradox illustration in the style of “Does God Play Dice?”.

Exam Sprint – Create CFA Level 2 derivatives cheat‑cards containing key formulas (variables highlighted), common pitfalls (⚠️ icons), and a five‑year question‑distribution chart, formatted for Anki.

5. Efficiency Tools Prompts

Schedule Optimization – Analyze calendar data (attachment) to identify densely packed meeting periods, batch‑processable tasks, and propose a commute‑time optimization plan displayed as a color‑coded weekly view.

Travel Planning – Design a 7‑day deep‑tour of Kansai, Japan, including three off‑the‑beaten‑path sites, optimal JR Pass usage, and a daily budget of ¥500. Output an Excel itinerary with map markers.

Health Management – Analyze an Apple Health CSV export to produce a sleep‑quality trend report, a sedentary‑alert improvement plan, and a body‑fat‑based monthly exercise schedule visualized with line charts.

Financial Management – Automatically categorize WeChat/Alipay bills (attachment) by category (food/transport/entertainment), flag 3σ outliers, and generate savings‑optimization suggestions as a Power BI dashboard.

Smart Home Automation – Write a Home Assistant script that adjusts air‑conditioning based on weather forecasts, turns off non‑essential devices when away, and dims floor lights at night. Output the configuration as a YAML file.

6. Creative Production Prompts

Short‑Video Script – Create a 1‑minute tech‑product launch video script with three product close‑ups, data‑visualization effects, and a cliff‑hanger ending. Format: timecode + visual description + voice‑over copy.

Ad Copy – Write a WeChat Moments advertisement for a new energy‑vehicle, highlighting range‑anxiety solutions, using a “city explorer” persona, and provide three A/B test variants with UGC interaction.

Novel Outline – Generate a cyber‑punk world outline with protagonist backstory (hidden motives), core conflict timeline, and key scene descriptions, inspired by William Gibson.

UI Design Inspiration – Design a minimalist smartwatch UI showing dynamic heart‑rate visualizations, single‑gesture main operations, and a dark‑mode transition effect. Output Figma component specifications.

Music Creation – Compose a pop‑song chord progression: verse in a 4536 variation, pre‑chorus with a borrowed chord, chorus with a memorable hook, displayed in Hooktheory format.

7. Advanced Techniques Prompts

Long‑Text Processing – Use the /split command to divide a legal document into segments of ≤500 characters, preserve context, and produce a final executive summary suitable for contracts and papers.

Knowledge‑Base Construction – Create an “AI Ethics” knowledge base containing a bilingual term table, classic case timeline, pro/contra argument matrix, and export as a Notion template.

Real‑Time Data Retrieval – With the @webpilot plugin, fetch today’s offshore RMB rate, compare six major banks, forecast tomorrow’s range, and present the results in a table.

Code Interpreter – Reverse‑engineer obfuscated code: rename variables meaningfully, add line‑by‑line comments, and output a call‑graph.

Cross‑Modal Generation – Based on Monet’s “Water Lilies” style, generate an impressionist poem, a corresponding piano‑MIDI fragment, and a perfume ingredient list that maintains the painting’s flowing color palette.