What the test measures. What people handle. Where automation already exists.
Scope of your list: analytical testing and quality control (QC), across biotech and chemical labs.
This is not a complete biotech-labor map. Cell culture, upstream processing, purification, lab logistics and many supporting tasks sit outside these 20 entries.
Suggested first tour
The equipment list
Instrument / test
Handling / measurement
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Look for a repeated workflow, not an impressive instrument.
These are customer-discovery hypotheses, not a market ranking. The shortlist changes with sample volume, variation, existing equipment, and how often a person must intervene.
01 / PLATE WORK
Connect the hand-offs
ELISA and qPCR repeat many of the same motions: dispensing, lids or seals, plate transport and loading. Watch a full batch to find the transitions that still need a person.
Existing baseline: liquid handling and integrated ELISA systems already cover substantial work.
HPLC, GC and elemental analysis often start with an already-prepared sample. Investigate the labor that precedes the rack: identifying, opening, diluting, filtering, capping and reconciling positions.
Key question: can one constrained preparation recipe account for enough recurring labor?
Bioburden and sterility workflows combine packaging, lids, connections and transfers. Reliable handling must include contamination control and recovery from a failed step.
Existing baseline: filtration consumables and guided pumps already reduce manual steps; robotics is being developed here too.
Follow one sample from receipt to disposal. Record every object, closure, transfer and instrument interaction.
Measure hands-on minutes separately from incubation, instrument run time and waiting in a queue.
Count daily batches, container variants, consumable changes and human interventions.
Observe what happens when a tip is missing, a cap sticks, a sample is short or an instrument rejects a run.
Ask which existing automation they tried, and why they still do the remaining work manually.
What would make a pilot convincing
A precise boundary: which inputs arrive, which outputs leave, and which exceptions still go to a person.
Equivalent assay quality and sample traceability, alongside verified unattended completion.
Net labor saved after setup, refills, cleaning, recovery and maintenance—not just robot cycle time.
A deployment path that fits the customer's space, consumables, software and qualification process.
Missing from this list: cell culture, media preparation, centrifugation as a standalone task, weighing, cold storage, aliquoting, sample receipt, waste handling and inventory replenishment. Include these in customer interviews.
Sources, video excerpts and limitations
All 20 original entries and their measurement/context labels come from biotech-equipment.tsv. The source data is preserved in each entry's “Original list & sources” section. Additional workflow descriptions synthesize the linked manufacturer or university material. Robotics challenges and startup hypotheses are editorial inferences, not measured task times or proof of customer demand.
Pictures are frames from the credited videos, embedded in this file so they remain available offline. The smaller filmstrips use low-resolution storyboard frames. Excerpt boundaries were selected using available captions and visually inspected storyboard frames. Caption availability varies, and some captions are automatically generated. The excerpts are bounded playback selections from the original hosted videos, not downloaded or re-encoded video files. Internet access is required; the original-source link remains available if a publisher disables embedding.
Each demonstration covers the named variant, not every method grouped in its row. These are learning examples, not operational lab procedures. No market-size, willingness-to-pay or labor-saving numbers are assumed. Sources checked September 25, 2026.