What's behind each calculation in AIM Works: the standards, the equations, how far each module has been checked, and what AIM Works doesn't do. It covers what is live at launch on October 15, 2026, and what ships later.
AIM Works has been tested against the applicable ANSI/ASHRAE Standard 140-2023 building-performance simulation test cases. All applicable test cases passed or produced results within the standard's prescribed acceptance ranges.
ANSI/ASHRAE Standard 140 provides standardized test procedures and acceptance criteria for evaluating building-performance simulation software. AIM Works uses these test cases as part of its validation process to verify the behavior of its building-performance calculation engine under defined conditions.
| Standard | ANSI/ASHRAE Standard 140-2023 |
|---|---|
| Capability tested | Annual building-performance simulation: the thermal-mass (RC network) annual energy engine |
| Test suite | Section 7, building thermal envelope and fabric, run on the Denver TMY3 weather file the standard specifies |
| Recorded | September 30, 2026 (build 1b738b2) |
| Overall result | Pass: all applicable cases within the acceptance ranges |
| Case | Result | Annex A3 acceptance range | AIM Works | Status |
|---|---|---|---|---|
| 600 (low mass) | Annual heating | 3.75–4.98 MWh | 4.51 MWh | Within range |
| 600 (low mass) | Annual sensible cooling | 5.00–6.83 MWh | 6.05 MWh | Within range |
| 900 (high mass) | Annual heating | 1.04–2.28 MWh | 1.75 MWh | Within range |
| 900 (high mass) | Annual sensible cooling | 2.35–2.60 MWh | 2.55 MWh | Within range |
| 685 − 600 | Annual heating sensitivity | 0.33–0.77 MWh | 0.58 MWh | Within range |
| 920 − 900 | Annual heating sensitivity | 1.51–1.92 MWh | 1.61 MWh | Within range |
ASHRAE Standard 140 compliance applies to the building-performance simulation capabilities evaluated by the applicable test cases. It does not imply that every AIM Works workflow, AI recommendation, equipment selection, code check, or future module is covered by Standard 140. The results above are for the thermal-mass annual engine. Standard 140 testing on its own does not qualify a program for ASHRAE 90.1 Appendix G, 179D, or HERS submittals.
Every module carries one of three labels next to its method and code edition. The label stays with the number through the PDF report and the calculation package.
The result is checked against a reference value with the citation shown: a published table or worked example, or a hand calculation from the standard's own equations. The check is pinned in the automated test suite. Earned per module, never assumed.
A real calculation built from published methods. A design starting point, with its assumptions and limitations disclosed.
A checklist or scoping tool keyed to your project data. Never presented as an engineered result.
The calculation package includes the full maturity register for every computed module, so a reviewer sees the trust level of every number in the deliverable, not just in the app.
Each row below is a reference check that a module passed to earn the Validated label. The checks re-run on every code change, and a result that drifts outside tolerance fails the build.
| Module | Reference case | Reference source | Reference result | AIM Works result | Difference | Maturity |
|---|---|---|---|---|---|---|
| Ventilation | Three-zone office: 900 sf open office (8 people), 300 sf conference (12), 300 sf lobby (4) | Hand calculation: ASHRAE 62.1-2019 Eq. 6.2.2.1, Table 6.2.2.1 rates | ΣVbz = 210 cfm | 210 cfm | 0.0% | Validated |
| Psychrometrics | 80 °F DB / 67 °F WB, sea level: humidity ratio | ASHRAE Handbook—Fundamentals psychrometric properties | 0.01116 lb/lb | 0.011166 lb/lb | +0.05% | Validated |
| Psychrometrics | 80 °F DB / 67 °F WB, sea level: enthalpy | ASHRAE Handbook—Fundamentals psychrometric properties | 31.41 Btu/lb | 31.44 Btu/lb | +0.11% | Validated |
All other launch modules are labeled Advisory or Reference. Their methods are published below, and their numeric outputs are covered by a regression suite that fails on any unreviewed change. The annual energy engine is also tested against ANSI/ASHRAE Standard 140-2023; see Standard 140 compliance above.
| Standard | Used for | At launch |
|---|---|---|
| ASHRAE Handbook—Fundamentals 2021 | Load calculations (RTS, Ch. 18), psychrometric properties, heat transfer | Live |
| ASHRAE 62.1-2019 | Ventilation Rate Procedure (multi-zone, Ev correction) and compliance scoreboard | Live |
| ASHRAE 90.1-2022 | Equipment efficiency floors and compliance scoreboard | Live |
| ASHRAE 170 | Healthcare ventilation: per-zone air-change reference checklist | Live (Reference) |
| ASHRAE Guideline 36 | Sequences of operation, parameterized per unit and plant | Live |
| NEC 430 | Motor FLA, MCA, MOCP, reported with equipment for electrical coordination | Live |
| ANSI/ASHRAE Standard 140-2023 | Method of test for the annual building-performance simulation engine | Meets the applicable acceptance criteria |
| SMACNA HVAC Duct Construction Standards 2006 | Duct sizing, fitting equivalent lengths | V2 (targeted early 2027) |
| IMC 2021 | Code-required ventilation and exhaust scoreboard | Planned |
| IFGC 2021 | Fuel-gas piping and combustion air | Planned |
| NFPA 90A / 90B / 96 / 99 | Air-handling installation, kitchen exhaust, healthcare facilities | Planned |
Planned and V2 items have calculation engines in the codebase today, but they're parked as Coming Soon in the launch build. At launch, the compliance scoreboards are ASHRAE 90.1-2022 and 62.1-2019, plus the ASHRAE 170 reference checklist.
Three methods, selectable per project:
All three are altitude-corrected. Limits, stated plainly: these are design-day peak loads, and the month sweep varies solar by month while holding ambient at the summer design condition. That is conservative for shoulder months, and the method metadata says so.
ASHRAE 62.1-2019 Ventilation Rate Procedure. Vbz = Rp × Pz + Ra × Az per zone; Voz = Vbz / Ez. System Vot uses the multi-zone Ev correction, with Ev taken from the load-calc primary airflows (Vpz). Per-unit demand-controlled ventilation (CO2-based) inputs and building pressurization / relief-air checks are included.
Magnus formula for water-vapor saturation pressure; Sprung's wet-bulb approximation; altitude-corrected atmospheric pressure. State points, mixing, and coil analysis following ASHRAE Fundamentals, at sea level or altitude. IP units at launch; SI display is on the roadmap.
Block-load capacity matching with engineering safety factors from the project's design criteria. Chiller, boiler, and DX efficiencies are checked against the ASHRAE 90.1-2022 minimum tables. Chilled- and hot-water flow is GPM = Btu/h ÷ (500 × ΔT). Stacked margins (safety × diversity × sizing factor × redundancy) are reported as a chain rather than folded into one number. A design-criteria override can tighten a code limit but never loosen it; an override that crosses a limit is rejected with the citation.
NEC 430: motor full-load amps, MCA (× 1.25), and MOCP rounded to standard breaker sizes per NEC 430.52, reported with the equipment for the electrical engineer. AIM Works does not do electrical design.
Deterministic cross-checks over the computed project: supply airflow against zone sensible load, CFM per ton, plant capacity against connected load, and missing inputs. Each finding names the check that produced it. The AI can summarize and explain findings; it does not create them or change any number.
Hydronics: Darcy-Weisbach with the Colebrook-White friction factor; velocity, head loss, and pump head per segment; Direct Return, Reverse Return, Primary/Secondary, and Ring Main (Hardy-Cross) topologies. Ducts: equal friction with SMACNA-tabulated fitting equivalent lengths. Both engines are built and tested, and both are parked for the V2 distribution release targeted for early 2027.
Every calculation shows its method and standard inline, so a reviewer can check what's behind a number without opening a separate document.
Outputs are advisory. The user's engineering judgment is still required, and all calculations must be reviewed and stamped by a licensed Professional Engineer before construction.
For deeper questions about methodology, contact support@getaimworks.com.
We'll open the calculations, the labels, and the calculation package on a live project.
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