| Breadth of modules | 12 working calculators (steam, psychro, refrigerants, cycles, combustion, heat tx, valves, pipe, insulation, biomass, boiler, fleet) | Full flowsheeting + equipment sizing across many unit ops | Property library + user-built symbolic models | Single-purpose calculators, scope varies by site |
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| Team accounts & roles | Yes — projects, roles, shared libraries | Per-seat desktop; shared via files | Per-seat desktop | Anonymous web |
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| Per-action audit log | Yes — every input, result and export | Case files + manual versioning | File-based | None |
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| SAML SSO | Yes (Enterprise) | Via desktop SSO / corporate login | Desktop license server | Not applicable |
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| Offline use | PWA, admin-set grace up to 7 days | Native desktop, fully offline | Native desktop, fully offline | Online only |
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| Validation & provenance | IAPWS-IF97, CoolProp, NIST, EN 12952 — citation block on every result | Vendor-validated property packages | IF97 + user-supplied references | Varies by site |
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| Time to first result | Minutes | Significant — formal training typical | Hours — write equations from scratch | Minutes |
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| Pricing model | $0 free tier → Pro $49/mo → Team from $499/mo → Enterprise: custom | Enterprise license, quoted | Per-seat license | Free |
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| AI co-pilot with tool-calling | Ask Dynamica — runs the same validated engines as the app, cites every tool call, provenance hash on PDF. Unique in the category. | — | — | — |
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| Audit-grade PDF with provenance citation | Signed PDF + repro hash + AI citation block | Partial — manual export | Partial — manual export | — |
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| Target user | Practicing thermal engineers and small/mid teams | Process engineers designing new plants | Academia and individual engineers building custom models | Anyone needing a quick one-off check |
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| Where each tool is strongest | Working calcs, audit trail, AI-assisted exploration, team sharing | Rigorous flowsheeting + equipment sizing | Open-ended symbolic math | Speed of access (no signup) |
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