A direction worth pursuing
Retest M-02 first
Both flux and rejection targets met.
Water flux61.6≥ 60
Rejection96.1%≥ 95%
M-03 has higher flux, but its 89.4% rejection falls short of the 95% target.
Based on 3 samples · Matched test conditions
YOUR AI RESEARCH COMPANION
Every experiment.A better next step.
A screenshot. A few words. BenchMemo connects your samples, conditions, and results — so you can understand this experiment and design the next.
Built for materials and R&D labs
At the bench, just your phone
9:41▮▮▮ ▰
BenchMemoY
BM-024Capture this experiment
Instrument screenshot
PERMEATION / BM-024
Water fluxL·m⁻²·h⁻¹
M-0142.1 · 45.3 · 44.6
M-0260.4 · 62.8 · 61.6
M-0376.2 · 79.5 · 78.3
Compare these three samples. Which formulation meets our targets?
A screenshot. A few words.
BenchMemo / Research workspaceConnected
BM-024 / Membrane formulation screen
Screenshot & voice connectedWhich membrane should I pursue?
Instrument screenshot
PERMEATION / BM-024
Water fluxL·m⁻²·h⁻¹
M-0142.1 · 45.3 · 44.6
M-0260.4 · 62.8 · 61.6
M-0376.2 · 79.5 · 78.3
Curves · Readings · Sample IDs
Extracted from the image
Select a sample to trace its readings
SampleWater fluxRejection
L·m⁻²·h⁻¹ · Flux is the arithmetic mean of three readings from the same sample.
BM-024_results.png
Every result stays linked to its sourceBM-024
From a bench note to your next discovery
Experiment planningScreenshot to structured dataAnalysis & next steps
01 / START WITH YOUR EXPERIMENT
Your experiment. Its own language.
From formulations and treatment conditions to test results, see how your research inputs can come together.
What you get
Formulation & process
Connect recipes, process conditions, and performance in one comparison. Compare candidates and plan the next experiment.
Apply with this experimentWhat you bring
Recipe photos, spoken preparation notes, and instrument screenshots
IMAGE · VOICE · PDFSamples & groupsComponents & mass fractionsTemperature & timePerformance & test conditions
Keep the question going
“Which formulation meets both flux and rejection targets?”
Have a different workflow? Bring your experiment, instrument, and file needs to the beta.
02 / ONE EXPERIMENT, FROM QUESTION TO NEXT STEP
Understand the result. See where to go next.
Follow a membrane formulation screen. See instrument screenshots and spoken notes become structured results, a comparison, and a specific next experiment.
BM-024 / RESEARCH RECORD
Structure
Read samples, values, and units from instrument screenshots. Select a sample to trace its original readings.
PERMEATION / BM-024
Water fluxL·m⁻²·h⁻¹
M-0142.1 · 45.3 · 44.6
M-0260.4 · 62.8 · 61.6
M-0376.2 · 79.5 · 78.3
Extracted from the image
Select a sample to trace its readings
SampleWater fluxRejection
L·m⁻²·h⁻¹ · Flux is the arithmetic mean of three readings from the same sample.
BM-024_results.png
PLAN · CAPTURE · UNDERSTANDApply with this experiment
AI-generated scene illustrationBench notesBM-024 / M-02
A note from the bench
“M-02 uses the 16% polymer formulation. Casting followed the plan. Attach the instrument screenshot to this sample group.”
BM-024_results.png
03 / LESS TO WRITE AT THE BENCH
Capture on your phone. Keep the research moving.
Speak a step. Add a photo or screenshot. Connect actual procedures, samples, and observations to the same experiment — ready when you return to your data and plan.
- Voice, photos, and screenshots linked to samples
- Actual steps alongside the original plan
- Capture on your phone. Continue across devices.
From your phone to the same connected experiment.
04 / CONTEXT FOR THE DATA. GROUNDS FOR THE DECISION.
See the reasoning between data and decisions.
Keep the original detail.
Samples, units, test conditions, and original readings stay together. Trace organized results back to their files.
Compare in context.
See execution deviations, missing records, and differences in test conditions before treating results as comparable.
Make the next step specific.
Use results, past experiments, and research sources to propose a grounded next step, with open questions still visible.
BEFORE YOU JOIN
A few things to know.
How do I get started?
Apply for private beta access with your lab or organization. We’ll contact you about access and help you bring your research workflow into BenchMemo.
Do I have to configure a template first?
Start with your research question, a spoken note, or an existing file. BenchMemo organizes information around your experiment and plan. Experiment types help you find the workflow that fits your work.
Which experiments and files are covered?
Explore formulation and process screening, films and surface treatment, materials characterization, and performance testing. Bring voice notes, photos, screenshots, CSV, Excel, and PDF files. Include instrument-specific formats in your application so we can arrange your setup.
Can it help with experiment design and analysis?
Define goals, variables, and controls; compare candidate plans; organize measurements; and analyze results in context. Use the findings and research evidence to work out a specific next experiment.
Do I need a computer at the bench?
Capture steps, photos, and observations on your phone. Import experiment files directly, and revisit the same plan, records, and analysis across devices.
Do I need to send unpublished data to apply?
Your application only needs contact details and any needs you choose to share. No experiment files are required. Data handling, access, and storage are explained before you bring in your research.
Is there a fee? Can I work in both languages?
Applying requires no payment or purchase commitment. Work with Chinese, English, and mixed scientific terminology. Include any language or deployment requirements in your application.
BRING YOUR NEXT EXPERIMENT
Your research. Where would you start?
Bring your own experiment. Tell us which part of your work you’d most like to improve.
- No experiment files required
- No payment or purchase commitment