A research platform for your lab's own data
Gemini for Science vs. Conspecta
A feature-by-feature comparison.
Gemini for Science is a collection of experimental Google tools that reason over the published literature and public databases. It synthesizes papers into reports (Literature Insights), generates and ranks hypotheses with a multi-agent system (Co-Scientist), and searches for better algorithms (AlphaEvolve). Conspecta is a research platform for your own lab: microscopy image analysis, flow cytometry, molecular biology, samples, and figures, connected in one project. One reasons over the world's published knowledge, the other runs on your own experiments, and many labs will use both.
| Capability | Conspecta | Gemini for Science |
|---|---|---|
| What it's for | Running and analyzing your own experiments: imaging, flow, molecular biology, samples, and figures. | Reasoning over published research to synthesize the literature, generate hypotheses, and discover algorithms. |
| What it works on | Your lab's own data, held in one connected project. | External sources. Published papers and public databases, not your own experimental data. |
| Literature and hypotheses | Not a literature or hypothesis engine. Conspecta is where you run the experiment that tests an idea. | Its core strength. Synthesizes papers into reports, and generates and ranks hypotheses with a multi-agent system. |
| Image analysis | AI cell detection, segmentation, counting, colocalization, and intensity, with z-stack and timelapse viewers. | Not built for microscopy image analysis. |
| Flow cytometry | Upload FCS files, draw gates, run compensation, and cluster with FlowSOM-style SOM, PhenoGraph-style graph, and t-SNE methods. | Not designed for flow cytometry. |
| Molecular biology | Point-and-click BLAST, CRISPR guide design, cloning, alignment, and phylogenetic trees. | Connects to public databases like UniProt and AlphaFold and can run structural bioinformatics, but no interactive bench tools. |
| Samples and inventory | Tracks your samples and inventory, and links every result to the sample, condition, and timepoint. | No sample or inventory tracking. It doesn't hold your lab's data. |
| Figures | Multi-panel publication figures built from your live images, flow data, and tables. | Produces reports, slides, and infographics from the literature, not figures from your own data. |
| Notebook and collaboration | A connected lab notebook with comments, mentions, approvals, notifications, and roles at the team and project level. | An individual research assistant. No lab notebook, sample-scoped roles, or approvals. |
| Access and pricing | Runs in any browser with nothing to install. Free for individuals, and academic teams pay a flat per-lab rate. | Web-based experimental tools opened gradually through a Google Labs waitlist, plus an enterprise preview. Google hasn't published pricing. |
In practice
Two halves of the same research
Different questions, not the same tool
Gemini for Science and Conspecta both promise to help you do better research, but they answer different questions. Gemini for Science works over the world's published knowledge. It reads the literature and turns it into reports, generates and ranks hypotheses with a team of agents, and searches for better algorithms. That's genuinely useful at the front of a project, when you're deciding what's worth investigating. Conspecta works over your own lab. It's where you run the experiment that tests a hypothesis, analyze the images and flow data it produces, track the samples, and build the figures. One reasons about what's already known, the other runs on what you're measuring.
A hypothesis is a starting point, not a result
A generated hypothesis is where the work begins, not where it ends. Co-Scientist can rank a list of promising ideas from the literature, but an idea only becomes a finding when you run the experiment, measure something, and see what the data says. That part lives in your lab, and it's the part Conspecta is built for. The image analysis, the flow gating, the samples, and the figure all sit in one project, so the result stays connected to the sample and the settings that produced it. Gemini for Science can help you decide what to test. Conspecta is where you test it, and where the data becomes a figure.
It reasons over the literature, not over your data
The clearest line between them is whose data each one sees. Gemini for Science reasons over published papers and public databases like UniProt and AlphaFold. Nothing in Google's materials suggests it works over a lab's own experimental data, and it isn't a place to store samples, run microscopy, or keep a notebook. Conspecta is the opposite. It holds your own data and links it together, but it doesn't synthesize the published literature or generate hypotheses for you. They cover different halves of the work, which is why they sit side by side rather than replacing each other.
Gemini for Science vs. Conspecta: the bottom line
Switch to Conspecta if
- You want to run and analyze your own experiments: imaging, flow, molecular biology, samples, and figures in one place
- You want every result tied to the sample, condition, and settings that produced it
- You want a shared lab platform with a notebook, roles, and approvals, not an individual assistant
- You want a tool you can use in the browser today, free for individuals
Stay on Gemini for Science if
- You want to synthesize the published literature into reports and overviews
- You want an AI partner to generate and rank hypotheses from what's already known
- You're searching for better algorithms or models against an optimization target
- Your work is early-stage discovery over public knowledge, before there's experimental data to analyze
Or read the getting-started guide.
Gemini for Science and all other product names and trademarks on this page belong to their respective owners. Conspecta is not affiliated with, endorsed by, or sponsored by them. This comparison is written by Conspecta, and we have tried to be fair, including where Gemini for Science does things we do not. Pricing, packaging, and feature details about Gemini for Science were last checked in July 2026 and may have changed since — check their site for current details.
Bring your own data into one platform
Run your imaging, flow, and molecular biology in the browser, connected to your samples and figures. Free for individuals.