Use cases
Every use case has a question as the front line types it, a validation level, and the roles who build it and run it.
Company standard
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Turnaround package brief
Blockers and watch items ranked from the pack the planner already has.
Company standard
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Charge pump early warning
Bearing wear separated from a change in rate.
Company standard
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Hydrotreater yield and margin
The legal setpoint that loses the least margin.
Business use
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Drill inventory slate
100 of 2,000 with lease terms and a price sensitivity.
Company standard
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Fleet watch
Every pump scored and rolled up, ten to walk first.
Company standard
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Fleet insights with spec lookup
Sensor rollup, registry and vendor facts on one board.
Company standard
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MOC drafting and pre-review
Change packages checked against operating limits.
Company standard
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Permit-to-work pre-check
Job conditions checked against procedures and isolations.
Regulatory
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Methane and GHG reporting
Emissions filings built from source data.
Company standard
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Incident investigation support
Timeline and evidence pack from the records.
Business use
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Target identification
Ranked targets with evidence dossiers.
Business use
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Boltz-2 ligand screening
Compound input to ranked candidates and report in one pipeline.
Business use
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ADC payload molecular simulation
Payload and linker candidates ranked from a solvated simulation.
Business use
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ADC targeting and drug resistance
Cell lines mapped as sensitive, intermediate or resistant.
Business use
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Self-serve omics analysis
DEG to pathways with interactive figures.
Business use
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Literature surveillance
Cited sweeps of journals, PDFs and newswires.
Company standard
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Protocol drafting
Sections drafted against prior evidence.
Regulatory
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Safety case pre-classification
Case seriousness suggested, scientist decides.
Regulatory
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CSR section drafting
Efficacy narrative from locked tables, every number checked.
Company standard
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Medical information responses
Cited answers from approved content only.
Company standard
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Precedent transactions tables
Every figure tied to a filing page, arithmetic run as code.
Company standard
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Credit memo drafting
Sections drafted from the data room with every claim linked.
Regulatory
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Regulatory report assembly
Filings built from source systems on a schedule.
Regulatory
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Model inventory documentation
Validation memo generated from the pipeline graph.
Regulatory
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KYC and onboarding review
Documents classified, fields extracted, exceptions flagged.
Business use
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Research summarization
Cited briefs across licensed and internal sources.
Company standard
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Covenant and obligation tracking
Terms extracted and monitored against reporting.