35 ChatGPT Prompts for Chemists: Accelerate Research, Writing, and Lab Workflows

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Chemistry research demands precision at every stage — from designing experiments to publishing findings. AI tools like ChatGPT can dramatically reduce the time spent on repetitive writing, literature synthesis, and data interpretation tasks. Whether you work in academia, industry, or a government lab, these 35 prompts are designed to fit directly into your existing workflows.

Literature Review and Research Planning

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.

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).

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.

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.

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.

Experimental Design and Protocol Writing

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.

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.

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.

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.

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?

Data Analysis and Interpretation

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.

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.

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].

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.

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.

Technical Report and Manuscript Writing

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.

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.

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].

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].

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.

Lab Management and Safety

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.

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.

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.

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.

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.

Patent and IP Communication

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.

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.

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].

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?

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.

Presentations and Grant Writing

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.

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.

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.

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.

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.