Use Cases 26

26 concrete, end-to-end customer scenarios. Each use case orchestrates several curated skills — and, through them, deterministic tools — to solve a real problem. The narrative layer on top of the catalog.

• REACH-Triggered Substitution

  REACH / CLP / GHS compliance experts and formulators
  Find a compliant, functionally-equivalent replacement when a raw material in a shipped formulation moves onto the SVHC Candidate List or Annex XIV.When it applies: a regulatory list update forces substitution and you must avoid the “regrettable substitution” trap of swapping in another restricted substance.
  Formulation 2 skills

• Recipe Roll-Up & Screening Classification

  Gefahrstoffmanagement, product stewardship, formulation chemists
  Reason over a whole recipe object — not a single molecule — to roll up VOC content and produce a preliminary CLP mixture hazard view.When it applies: you need a fast, traceable screening pre-check of a multi-component formulation before a formal, human-signed classification.
  Formulation 2 skills

• SDS Consistency & Gap Check

  Compliance QA, product stewardship, SDS authors
  Detect when a Safety Data Sheet has drifted out of date — a component became SVHC, a classification changed, or a Section 9 value is implausible.When it applies: you need recurring, automated compliance QA where the LLM reads the document and a deterministic engine verifies every claim.
  Formulation 2 skills

• MMO Coating Design & XRD Verification

  Electrochemistry, coatings, and materials R&D teams
  Design and verify a mixed-metal-oxide (MMO) electrode coating by predicting the doped rutile lattice and confirming it against a measured XRD pattern.When it applies: you need to confirm that a dopant has actually incorporated into a host lattice and to quantify phase purity from measured diffraction data.
  Material Science 2 skills

• Paints & Coatings

  Coating formulators, R&D chemists, and product developers in paints, inks, and decorative/industrial coatings
  Get to better coating formulations faster — balance gloss, hardness, hiding power, drying time, and VOC limits across binder, pigment, solvent, and additive choices.When it applies: a coating recipe must hit several competing property and regulatory targets at once and one-factor-at-a-time trials are too slow.
  Formulation 5 skills

• Adhesives

  Adhesive and sealant formulators, bonding engineers, and R&D chemists
  Use data analysis to develop stronger adhesives — screen bond strength across substrates, surface treatments, and cure conditions before you cut coupons.When it applies: an adhesive or sealant must meet a bond-strength or durability target on specific substrates and trial-and-error lap-shear testing is too costly.
  Formulation 4 skills

• Polymers & Plastics

  Polymer scientists, compound developers, and materials engineers in plastics and elastomers
  Develop innovative plastics efficiently — screen blends, additive packages, fillers, and glass-transition / mechanical targets before compounding.When it applies: a new or reformulated compound must hit thermal and mechanical specs and full DoE compounding trials are too slow and material-intensive.
  Polymer Chemistry 5 skills

• Construction Chemistry

  Construction-chemistry formulators developing cements, mortars, concrete admixtures, and protective systems
  Get to better construction-chemistry formulations faster — tune admixtures, rheology, and corrosion protection for cementitious and mineral systems.When it applies: a mortar, concrete, or admixture recipe must balance workability, set behavior, strength, and durability at once and site-scale trials are costly.
  Formulation 4 skills

• Hit-to-Lead Triage

  Medicinal chemists and computational chemists moving a screening hit toward a lead series
  Turn a pile of screening hits into a ranked, defensible lead short-list — score binding poses, cluster the series by scaffold, and read the emerging structure-activity signal.When it applies: a hit list is too large to progress by intuition and you need a reproducible, evidence-backed triage before committing synthesis effort.
  Medicinal Chemistry 2 skills

• ADMET & Safety De-risking

  Medicinal chemists and DMPK/tox scientists de-risking a lead series before candidate selection
  Catch developability and off-target liabilities early — flag ADMET red flags and predicted selectivity issues while chemistry can still fix them.When it applies: a potent lead series needs a fast, structured liability read before expensive in vivo studies commit the program to a scaffold.
  Medicinal Chemistry 2 skills

• Scale up a Small Molecule

  Medicinal and process chemists assessing whether a lead can be made at scale
  Check that a promising molecule can actually be made before the program bets on it — assess synthetic accessibility, route length, and step feasibility.When it applies: a lead is potent and clean but nobody has confirmed it can be synthesized affordably at the scale the next stage demands.
  Medicinal Chemistry 3 skills

• Lead Optimization Footprint

  Medicinal chemists balancing potency against ADMET during multi-parameter optimization
  Optimize a series across all the axes at once — potency, ADMET, and synthesizability — instead of chasing one property and breaking another.When it applies: a lead series is being iterated analog-by-analog and the team needs a single, multi-parameter view of where each design lands.
  Medicinal Chemistry 2 skills

• Scale a Batch Reaction to Pilot

  Process and reaction engineers moving a bench reaction toward pilot scale
  Take a reaction that works at the bench and check it survives scale-up — model the kinetics, pull the thermophysical data, and size the thermal envelope.When it applies: a promising lab reaction must be run at pilot scale and heat release, conversion, and mixing behaviour need to be understood before the first large batch.
  Engineering 2 skills

• Design a Separation Train

  Process engineers designing distillation and separation sequences
  Decide whether a mixture can be separated by distillation and how — check feasibility, spot azeotropes, and pull the phase-equilibrium data before committing to a column sequence.When it applies: a downstream separation must be designed and you need a fast feasibility read before rigorous simulation.
  Engineering 2 skills

• Process Safety Review

  Process safety and plant engineers preparing a HAZOP or safety review
  Get a structured safety read on a process before the HAZOP — surface reactive hazards, incompatibilities, and thermal risks so the review starts from evidence, not a blank page.When it applies: a new or modified process needs a first-pass hazard screen ahead of a formal safety study.
  Engineering 1 skill

• Thermal System Sizing

  Process and equipment engineers sizing heat exchangers and drying/curing operations
  Size the thermal equipment right the first time — dimension a heat exchanger and check the drying or curing window against real thermophysical data.When it applies: a heating, cooling, or drying step must be specified and you need a fast, defensible sizing estimate before detailed equipment design.
  Engineering 2 skills

• Run a Self-Driving Optimization Campaign

  Autonomous-lab and R&D teams running closed-loop experimental optimization
  Close the loop from design to robot to analysis to next design — plan the campaign, let active learning choose experiments, dispatch them to the robot, and fold results back in.When it applies: an optimization problem has too many variables for a fixed DOE and the lab can run experiments autonomously.
  Autonomous Labs 4 skills

• Automate a Robotic Assay

  Lab automation engineers turning a manual protocol into a robotic workflow
  Turn a manual bench protocol into a reliable robotic run with automated result capture — dispatch the protocol to the instrument and parse what comes back.When it applies: a repetitive assay should move onto automation and results need to be captured and analyzed without manual transcription.
  Autonomous Labs 2 skills

• Active-Learning Formulation Discovery

  R&D teams discovering formulations or materials under a tight experiment budget
  Discover a good formulation with the fewest experiments — let active learning propose the most informative next runs and a campaign planner keep the search on budget.When it applies: the design space is large, each experiment is costly, and a fixed DOE would waste most of the budget.
  Autonomous Labs 2 skills

• Close the Loop on Reproducibility

  Lab data and quality teams checking that automated results are reproducible and analyzable
  Make automated results trustworthy — parse every run consistently, quantify replicate variability, and flag drift so a campaign's data can be trusted.When it applies: an autonomous or high-throughput lab produces many runs and result quality must be monitored, not assumed.
  Autonomous Labs 1 skill

• Discover a Heterogeneous Catalyst

  Materials and catalysis researchers screening candidate solid catalysts
  Narrow a large candidate space to a few catalysts worth making — screen candidates and ground the ranking in their crystal structure.When it applies: a reaction needs a better solid catalyst and computational screening should focus the experimental campaign before synthesis.
  Material Science 2 skills

• Screen Semiconductor Materials

  Materials scientists screening candidate semiconductors by electronic properties
  Rank candidate semiconductors by the property that matters — screen bandgaps and anchor the results in crystal structure.When it applies: an application needs a material in a target bandgap range and a large candidate set must be narrowed before growth or synthesis.
  Material Science 2 skills

• Design a Metal Complex

  Inorganic and coordination chemists designing metal complexes and ligand sets
  Predict how a metal complex will behave before making it — estimate coordination-complex properties from the metal and ligand choice.When it applies: a complex or ligand set is being designed for a target property and candidates should be triaged before synthesis.
  Material Science 1 skill

• Design a Sustainable Copolymer

  Polymer chemists designing copolymer compositions to hit property targets
  Dial in a copolymer composition that hits the property window — rank comonomer ratios and check the resulting glass transition.When it applies: a copolymer must meet a Tg or performance target and the composition space is too large to explore by trial batches.
  Polymer Chemistry 2 skills

• Forecast Polymer End-of-Life

  Polymer and sustainability scientists assessing degradation and durability
  Anticipate how a polymer ages and breaks down — map likely degradation pathways and estimate weathering durability.When it applies: a material's service life or end-of-life behaviour matters and you need an early read before long-term exposure testing.
  Polymer Chemistry 2 skills

• Select a Solvent for Polymer Processing

  Polymer process and formulation chemists choosing solvents and processing routes
  Pick a solvent that actually dissolves the polymer and fits the process — match solubility parameters and triage the processing formulation.When it applies: a polymer must be dissolved or processed and the solvent choice drives both performance and EHS/cost constraints.
  Polymer Chemistry 2 skills