Sparlo deploys 8 engineering agents for 60 minutes to pull apart your engineering decision before you commit.

Sparlo

Compare three cathode catalyst options for our PEM fuel cell stack — Pt/C, PtCo/C alloy, and PtNi/C core-shell. Optimizing for durability beyond 5,000 hours at 0.67V. Budget ceiling $45/kW for catalyst layer. Need to decide by Q3 for production qualification.

A comprehensive deep analysis report on your problem — root cause analysis, failure modes, cross-domain pathways, commit-risk analysis — with every claim traceable to a numbered, quoted evidence trail.

Each analysis runs 8 specialist agents to pull apart your problem with intellectual rigor. 1MM tokens of frontier reasoning per report.

01

Problem Teardown

Decomposes your problem into constraints, hypotheses, and decision branches. Maps the full decision space before any analysis begins.

Constraint inventoryDecision space mappedCommit-risk map
02

First Principles Reframer

Strips the problem to governing physics. Names the rate-limiting mechanism and surfaces assumptions that change the problem shape.

Governing physicsRate-limiting mechanismReframed problem
03

Deep Researcher

Two parallel rounds of search across academic literature, patents, and industry sources. Strategy adapts to problem type.

Cross-domain transfersImplementation precedentsComparison data
04

Source Evaluator

Synthesizes literature into decision-critical evidence. Explicitly curates what did not work — not just what did.

Ranked source poolGap analysisNegative results
05

Insight Synthesizer

Distills upstream analysis into the one insight that changes how you think about the problem.

Synthesis insightPareto frontierIndustry analysis
06

Concept Generator

Generates and ranks candidate solutions. Each concept gets mechanistic depth — why it works, where it breaks.

Ranked candidatesMechanistic depthValidation plan
07

Self-Critic

Maps every unknown and risk before you commit. Identifies single-study dependencies and blind spots.

Key unknownsRisk registerFallback positions
08

Reporter & Fact-Checker

Assembles the structured report. A dedicated pass re-checks every formula and numerical claim, and ties each claim to a numbered evidence trail.

Structured reportEvidence trailRe-computed formulas
The reasoning trail

An engineering thought partner that shows its work.

Every analysis stress-tests the decision, then opens its own reasoning to you: the trade-off it found at the root, the concepts it kept and the ones it dropped, and — most importantly — the case against its own recommendation. It argues with itself, in the open, before you commit.

Reasoning trailFischer-Tropsch reactor · selectivity control
The trade-off

Electronic conduction that removes reaction heat short-circuits the ionic interfacial polarization the selectivity lever requires.

°C · bar · wt% · nm · m²/g · % conversion

Concepts considered
  • Embedded two-phase / loop-heat-pipe cooling in a porous SiC wickKept
  • Thin superprotonic proton layer as the ionic-lever mediumKept
  • Electrochemical H-pump to dial the H₂:CO ratioKept
  • Spatial domain separation (fuel-cell repeat-unit topology)Kept
  • Conduction-only heat path (bulk β-SiC ± graphite)Dropped
  • Electronic lever on conductive β-SiC / graphiteDropped
  • Field-effect lever on bulk cobalt particlesDropped
Sources
  1. [1]

    Selectivity control in cobalt Fischer-Tropsch is diffusion-limited above a critical particle size; sub-6 nm crystallites re-oxidize under reaction water partial pressure.

  2. [2]

    Superprotonic solid acids conduct via a hydrogen-bond network that collapses on liquid-water contact — a stability window, not a stable material.

  3. [3]

    Phosphoric-acid fuel-cell stacks operate on CO-bearing reformate at 180–210 °C with the acid immobilized in a silicon-carbide matrix.

How this could be wrong
Strongest argument against
The flagship design claims spatial separation resolves the heat-vs-lever contradiction — but that same separation strips the proton pump of authority. A discrete electrolyte band doses protons only to catalyst within a diffusion length, and the reaction consumes H₂ so fast the dose never reaches the bulk pore-distributed catalyst, so the dial steers ~1–5% of the inventory. Interdigitate the band to fix this and the ionic and heat paths re-collide — the contradiction is relocated, not solved.
Prior art we might have missed
The literature search covered solid-acid fuel cells but missed phosphoric-acid fuel cells — a 40-year industry running phosphate proton conductors on CO-bearing reformate at ~180–210 °C, holding the acid in a SiC matrix. That is a direct source for the two items flagged as "zero data" here: phosphate stability and CO tolerance in reducing gas.
Physics assumptions to verify
Load-bearing and untested: that faradaically-dosed hydrogen changes the H₂/CO the bulk catalyst sees, not just a shell at the electrolyte. The lever only homogenizes the disc if the Damköhler number Da ≲ 1, and fast H₂ consumption makes Da ≫ 1 likely. Test: apply current in a thin (<penetration depth) vs thick catalyst layer; if selectivity shifts only in thin layers, the full disc cannot be dialed.
Domain-expert pushback
A veteran solid-acid electrolyte engineer: "You put a water-soluble, creeping solid acid inside a reactor that makes liquid wax and threads a 30–40 bar water coolant loop through the same porous body. Your water analysis is vapor-only — yet condensed water at any cold spot, or one coolant leak, dissolves the electrolyte outright, and wax fouls the proton surface."
What would change the recommendation
If spatially-resolved sampling shows the faradaic H₂/CO shift decays within a sub-millimetre diffusion length so reactor-average selectivity moves <0.01 per A/cm², the proton pump cannot steer the bulk product — and we would prefer the two-phase-cooled, coarser-catalyst design with thermal zoning over the flagship stack, even if the electrolyte survives the syngas.

Traceable, not asserted

Every quantitative claim carries a numbered marker back to a quoted extract in the evidence trail below the report.

Named methods, not vibes

Concepts are screened and scored with the frameworks a review board would recognize — Pugh screening, morphological analysis, fault-tree and GRADE appraisal.

Candor as a feature

The self-critique names the strongest argument against, the prior art it may have missed, and what would flip the recommendation.

Stress test decisions

Find failure modes, biases, and blindspots — with a thorough comparison of your options before you commit.

Sparlo

Specify fire suppression system for a 25-container LFP battery energy storage system, 100 MWh capacity. Evaluating FK-5-1-12, condensed aerosol, and water mist.

Run Analysis

Diagnose failures

Trace a production issue to root cause. Decompose the failure mechanism to first principles.

Sparlo

We’re losing tubes on a 4-pass diesel/gasoil exchanger. All 6 holes are in the 1st pass at the coolest end of the bundle. Corrosion rate jumped 10× in 3 years after being stable for 9. API 751 says the hot end should fail first — it has zero metal loss. What’s eating these tubes at the coldest spot?

Run Analysis

Discover R&D solutions

TRIZ Methodology + Function-Oriented Search. Decompose R&D problems and find solutions from other industries, abandoned technologies, and proven innovation methods.

Sparlo

Design a solid sorbent contactor for modular direct air capture. Need sub-150 Pa pressure drop at 0.8+ kg CO₂/m³/hr capture rate. Current monolith designs couple void fraction to sorbent density — can’t optimize both. Structure cost under $250/m³.

Run Analysis

Source components

Constraint-aware agents find vendors, generate RFQs, and build trade-off analyses.

Sparlo

Source a pilot scale spray dryer with rotary atomizer. 1-2 kg/h evaporative capacity, D50 60-80 µm, 30 wt% aqueous slurry at 450 cP, 500°C max. Feed is 74% Ni oxide — abrasive, hazardous. Highest quality, no budget ceiling.

Deep Source →

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Run Analysis

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