Most run

Daily literature triage

Reads new PubMed, bioRxiv, ChemRxiv, and patent filings. Filters against your target list. Delivers a ranked digest of the 8 papers that matter to your project, every morning at 7am local.

Saves ~6 h / week / scientist

Target identification

Given a phenotype, ranks druggable targets by literature support, structural tractability, and IP whitespace.

Competitive landscape

Continuously monitors competing pipelines, clinical trials, and grant awards. Alerts on material moves within 24h.

Hypothesis generation

Cross-reads disparate domains to propose mechanistic hypotheses, with the citations that motivated each.

PCR primer design

Validated against UCSC hg38 / mm39. Off-targets checked via Cas-OFFinder.

sgRNA design

CRISPR libraries optimised for on-target activity and minimal off-target hits.

Protocol authoring

Generates parameterised, ELN-ready protocols from a one-line intent.

Dosing & titration plans

Designs dose-response curves with statistical power baked in.

Western blot quantification

Reads gel images, segments bands, normalises to loading control, produces a publication-ready figure.

RNA-seq pipeline

Salmon → DESeq2 → GSEA. Reproducible, containerised, documented.

Microscopy analysis

Cell segmentation, colocalisation, statistics across conditions.

Mass-spec processing

From raw to ranked hits with intensity statistics and confidence scoring.

Methods section drafting

Reads your ELN. Produces a journal-ready Methods §. Citations validated against the literature.

Grant first draft

Aims, Significance, Innovation, Approach, tailored to NIH, ERC, Wellcome, or your favourite funder's template.

Reviewer-response composer

Cross-references reviewer comments with your data and drafts point-by-point rebuttals.

Lay summary

Turns the abstract into a 200-word summary your communications team can publish.

Reagent reorder

Watches inventory. Suggests reorders before a freezer runs dry. One-click PO.

IACUC / IRB drafting

Generates compliant first drafts from project metadata.

Onboarding new lab members

Personalised reading list + protocol walkthroughs.

Equipment scheduling

Coordinates shared instruments across the lab with conflict detection.

Compose your own

Workflows are just code you can read.

Author in plain English, drag-and-drop, or hand-write the DSL. All three compile to the same Temporal program, and the same eval suite runs against all of them.

# sciento/workflows/triage_daily.yaml
workflow: daily_literature_triage
trigger: cron("0 7 * * 1-5", tz="America/Los_Angeles")

steps:
  - read: [pubmed, biorxiv, patents.uspto]
    since: "24h"
    filter: project.targets ∪ project.pathways
  - rank:
      model: sciento/specialist-bio-v3
      criteria: [novelty, reproducibility, relevance]
      verifier: independent
  - write:
      to: slack(#discovery), email(team@lab)
      template: morning_digest
  - audit: full

Bring us your hardest workflow.

If we can't automate it in two weeks, we'll tell you.