35条AI提示词实战：自动化化学研发全流程，把重复工作交给大模型

大家好，我是提米大门的提米哥。

化学研发听起来门槛很高，但拆解开来你会发现，科研人员至少有一半的时间都耗在了“写文档、查资料、排步骤、对数据”这些机械性工作上。作为开发者或技术负责人，我们完全不需要从零训练大模型，只需要学会如何给AI下达清晰的指令。

下面这套包含35个提示词的实战清单，已经把化学科研的全生命周期梳理成了“填空式模板”。你只需要把括号 [...] 里的内容替换成你自己的项目参数，直接喂给 ChatGPT、Claude 或 DeepSeek，就能立刻拿到结构清晰、逻辑完整的草稿。无论你是想快速搭建实验室效率工具，还是单纯想让自己少加班，这套模板都能直接复用。

一、 文献调研与课题规划

做研究最怕方向跑偏。用这几个提示词，AI能帮你快速摸清领域现状、找出空白点，并搭好综述框架。

# 【核心问题】快速提取近5年关键发现与研究缺口
I am researching [topic, e.g., metal-organic frameworks for CO2 capture]. Summarize the key findings from the past five years, identify major research gaps, and suggest three potential directions for novel studies.

# 【结构设计】生成标准化文献综述大纲
Generate a structured literature review outline for a paper on [topic]. Include recommended sections, key subtopics to cover, and suggest types of sources I should prioritize (reviews, primary studies, databases).

# 【机制拆解】厘清特定反应或技术的现状
I need to understand the current state of [specific reaction or technique, e.g., asymmetric catalysis using chiral phosphoric acids]. Explain the mechanism, list the leading research groups, and highlight recent breakthroughs.

# 【项目申请】撰写面向评审委员会的背景段
Help me write a 300-word background section for a research proposal on [topic]. The audience is a funding committee with general chemistry knowledge. Emphasize significance and knowledge gaps.

# 【对比分析】多篇文献的方法论碰撞与后续建议
I found these five papers on [topic]: [paste titles or abstracts]. Compare their methodologies, note where they agree or conflict, and suggest what a follow-up study should address.

二、 实验设计与标准操作流程

实验能不能做出来，前期设计占八成。让AI充当你的“云实验员”，提前排查风险、规划步骤。

# 【合成路线】规划反应路径与条件参数
I want to synthesize [compound name or class] using [method or starting materials]. Suggest a step-by-step synthetic route, including reaction conditions, solvents, catalysts, and expected yield ranges.

# 【操作规范】生成带安全提示的毫克级/毫摩尔级协议
Write a detailed experimental protocol for [procedure, e.g., Grignard reaction to prepare phenylmagnesium bromide]. Include reagent quantities for a 10 mmol scale, safety precautions, and purification steps.

# 【变量控制】设计对照组与统计学验证方案
I am designing an experiment to test [hypothesis, e.g., the effect of pH on enzyme-catalyzed ester hydrolysis]. Suggest appropriate controls, variables to measure, instrumentation required, and how to statistically validate the results.

# 【漏洞排查】审查实验草稿中的误差与污染源
Review this draft protocol and identify any steps that could introduce error, contamination, or safety risk: [paste protocol]. Suggest specific improvements for each issue you identify.

# 【工艺放大】从小试到百级放大的难点预判
I need to scale up this reaction from 1 mmol to 100 mmol: [describe reaction]. What challenges should I anticipate (heat management, mixing, workup), and how should I modify the procedure accordingly?

三、 数据处理与机理反推

数据不会说谎，但需要翻译。把原始数值丢给AI，它能帮你做基础统计、谱图解析和动力学拟合。

# 【基础统计】均值、标准差与异常值筛查
I collected the following yield data across five trials: [paste data]. Calculate the mean, standard deviation, and relative standard deviation. Identify any outliers and suggest whether they should be excluded.

# 【核磁解析】氢谱信号归属与杂质峰识别
Here is my NMR spectrum data: [paste chemical shifts, multiplicities, and integrations]. Help me assign each signal to the expected protons in [target compound] and identify any unexpected peaks.

# 【副产物溯源】推测非预期产物的生成路径
My reaction produced an unexpected byproduct. Based on the starting materials [A and B] and conditions [C], propose three plausible mechanistic pathways that could account for the formation of [byproduct].

# 【动力学拟合】一二级反应速率常数计算
I ran a kinetics experiment and collected the following concentration vs. time data: [paste data]. Fit this to first- and second-order rate laws, compare the fits, and determine the rate constant with units.

# 【色谱解读】HPLC峰面积变化与转化率评估
Here are my HPLC chromatograms before and after [treatment/reaction]: [describe or paste data]. Interpret the changes in peak areas and retention times, and comment on purity and conversion.

四、 论文撰写与投稿打磨

学术期刊对格式和语言要求极高。用AI跑初稿，你只需要负责核对核心结论，排版和术语润色交给它。

# 【方法撰写】按ACS规范生成可复现实验段落
Write the Methods section for a journal manuscript describing the synthesis of [compound]. Use passive voice and past tense, follow ACS Style Guide formatting, and include all necessary experimental details for reproducibility.

# 【结果讨论】数据呈现、趋势分析与文献对比
I have these results: [paste data or summary]. Write a Results and Discussion section that presents the data clearly, interprets trends, compares findings to literature values, and acknowledges limitations.

# 【摘要生成】250词精简版，匹配目标期刊调性
Write an abstract (250 words or fewer) for a paper titled "[title]." The study investigated [brief description], found [key results], and concluded [main takeaway]. Target journal: [journal name].

# 【段落精修】去水词、提逻辑、保科学性
Revise the following paragraph for clarity, concision, and scientific accuracy. Remove jargon where possible and ensure each sentence contributes directly to the argument: [paste paragraph].

# 【投稿信】向期刊编辑精准传达创新点
Generate a cover letter for submitting a manuscript to [journal name]. The paper presents [brief summary]. Highlight why the work is significant, novel, and appropriate for this journal's readership.

五、 实验室管理与安全合规

实验室安全不是小事。AI可以帮你快速生成台账模板、废弃物处置指南和SOP，让管理有据可依。

# 【库存台账】危化品分类登记与效期追踪
Create a chemical inventory log template for a research lab storing [types of chemicals, e.g., flammable solvents, corrosives, oxidizers]. Include columns for storage location, quantity, SDS reference, expiry date, and disposal notes.

# 【废液处置】合规分类与禁忌混合提醒
I need to dispose of the following chemical waste: [list chemicals and quantities]. Summarize the correct disposal procedure for each based on EPA and institutional guidelines, and flag any incompatible waste streams.

# 【SOP编写】高危试剂操作与应急预案
Write a lab-specific SOP for [procedure, e.g., handling concentrated hydrofluoric acid]. Include required PPE, emergency procedures, storage requirements, and step-by-step safety precautions.

# 【安全培训】新生上岗前的 hazards 简报脚本
Draft a pre-lab safety briefing script for new graduate students who will be working with [hazardous materials, e.g., organolithium reagents]. Cover key hazards, proper handling, and what to do in case of spill or exposure.

# 【风险评估】新项目五大隐患分级与控制建议
I need to conduct a risk assessment for a new experiment involving [describe experiment and chemicals]. Identify the top five hazards, assign a risk level to each, and recommend specific control measures.

六、 专利申报与知识产权沟通

把技术变成资产，需要精准的表述。这些提示词能帮你理清权利要求边界，快速输出技术交底书。

# 【专利布局】判断可专利性与检索策略
I developed a novel synthesis route for [compound]. Explain what elements of this work may be patentable, what prior art I should search, and what information a patent attorney will need from me to draft a claim.

# 【交底书】面向IP部门的标准化技术披露
Help me write a technical disclosure document for [invention description]. Include the problem it solves, the inventive step, preferred embodiments, and potential applications. This will be reviewed by our IP department.

# 【权利要求】物质组成与方法应用的差异科普
Explain the difference between a composition-of-matter claim and a method-of-use claim in chemistry patents. Give an example of each relevant to [type of compound or process].

# 【FTO分析】自由实施调查的数据源与排查清单
I need to do a freedom-to-operate analysis for [process or compound]. What databases should I search, what claim language should I look for, and what questions should I bring to our patent counsel?

# 【通俗翻译】将晦涩专利权利要求转为业务语言
Translate this patent claim into plain language that a non-specialist business stakeholder can understand: [paste claim text]. Then summarize what it protects and what it does not cover.

七、 学术汇报与基金申请

好的成果需要好的表达。无论是15分钟学术演讲、海报排版，还是国家级基金申请书，AI都能帮你把专业内容“降维”给不同评委听。

# 【PPT大纲】15分钟会议报告结构规划
Create a slide outline for a 15-minute conference presentation on [research topic]. Include suggested content and key visuals for each slide, and note which slides should include data figures vs. diagrams.

# 【基金摘要】突出广泛影响与社会价值的段落撰写
Write a compelling one-paragraph project summary for an NSF grant application focused on [research area]. Emphasize broader impacts, intellectual merit, and societal relevance in language accessible to a multidisciplinary review panel.

# 【会议海报】500词以内的高密度图文排版文案
I am preparing a poster for [conference name] on [topic]. Write concise, high-impact text for each section: title, introduction, objectives, methods, results, conclusions, and acknowledgments. Keep total word count under 500.

# 【具体目标】基金标书中三个独立且互补的Aim设计
Help me write specific aims for a [NIH/NSF/DOE] grant proposal on [topic]. Include a brief background, the central hypothesis, and three distinct aims with expected outcomes and how failure of one would not invalidate the others.

# 【科普演讲】面向大众的日常类比讲解稿
I need to explain my research on [technical topic] to a general audience for a public outreach event. Write a 2-minute verbal script that uses an everyday analogy, explains the problem being solved, and conveys why it matters.

提米哥的建议：
不要指望AI一次性输出完美结果。把它当成你的“高级实习生”：先让它生成框架，你人工填入核心数据，再让它迭代润色。这套流程跑通后，你的文献整理速度、实验方案完整度和论文排版效率，至少能提升数倍。

直达网址：https://gumroad.com/PENDING_AUTO_chemist