IntelliForm Workflow Showcase - 2026-05-03
Full workflow showcase
IntelliForm connects prompt-to-formulation with the downstream proof stack.
This dashboard covers the 10 public starter prompts plus the tabs that make IntelliForm more than a formula generator: optimization, sustainability, regulatory posture, carbon, stability, certification screening, QSAR, reformulation, and memory.
Actual Live App Results
These are from the running FastAPI app, not the static HTML: one real formulation run, downstream saved-run payloads, and the active tool endpoints used by the React tabs.
API Health
OKVersion 2.1.0 responded with 12 modules loaded: optimizer, Pareto, Bayesian, EcoMetrics, QSAR, regulatory, stability, carbon, certifications, agents, and parser.
Formulate Result
OptimalPlant-milk emulsifier prompt returned a valid food formulation: $3.37/kg, 95.0% bio-based, 75.0 performance, 8 ingredients, no error.
Frontend Contract
BuiltVite served the React app HTML and the production frontend build completed successfully. The browser automation layer could not navigate to localhost, so tab verification used the same live API contracts the tabs consume.
Workflow Coverage
Formulate
Natural-language brief to constrained blend.
- Parser normalizes vertical, cost, bio, and performance targets.
- Controller rejects outputs that miss requested constraints.
EcoMetrics
Sustainability profile from the actual latest blend.
- Carbon, toxicity, renewability, biodegradability, and regulatory axes.
- No placeholder recomputation after this fix path.
Regulatory
Vertical-specific screening posture.
- EU cosmetics, detergents, food, ag, pharma, paint, and industrial frameworks.
- Shown only when the base blend is valid.
Carbon
Batch-level displacement and circularity economics.
- Shows CO2e displacement, circularity grade, and credit value estimate.
- Suppressed for infeasible or constraint-failed blends.
Stability
Early shelf-life, viscosity, pH, packaging, and risk signals.
- Helps move from formula idea to lab plan.
- Paired with formulation output rather than isolated assumptions.
Certifications
Certification screening across relevant schemes.
- Flags likely paths such as USDA BioPreferred, EPA Safer Choice, EU Ecolabel, COSMOS, or ISO 16128 where applicable.
- Presented as screening, not a substitute for third-party certification.
Pareto
Multi-objective optimization frontier.
- Compares cost, bio-based content, and performance tradeoffs.
- Useful when teams need options instead of a single recipe.
QSAR
Molecular property prediction for candidate ingredients.
- Scores biodegradability, ecotoxicity, performance, and sustainability signals from SMILES.
- Supports ingredient vetting before optimization.
Reformulation and Memory
Failure diagnosis plus learning from prior runs.
- Reformulation suggests fixes for viscosity, stability, compliance, and cost failures.
- Memory records valid formulation events for future pattern insight.
Why It Beats The Usual Stack
| Capability | Spreadsheet + supplier PDFs | Generic LLM chat | Legacy LIMS / ELN | IntelliForm |
|---|---|---|---|---|
| Natural-language brief to constrained formulation | No | Partial | No | Yes |
| Cost, bio-based, and performance optimization | Manual | No solver | Custom | Built in |
| Regulatory and certification pre-screening | Manual | Narrative only | Records only | Integrated |
| Carbon, circularity, and sustainability metrics | Separate LCA | No validated blend link | External | Same run |
| QSAR ingredient screening | No | Unstructured | Plugin/custom | Native tab |
| Reformulation loop after failure | Trial and error | Advice only | Workflow record | Root cause + suggestion |
| Fails closed when outputs miss constraints | No | No | Depends | Now guarded |
This is a product-positioning comparison, not a claim that IntelliForm replaces lab validation, regulatory counsel, toxicology review, or third-party certification.
Prompt Cards
Clear Mild Body Wash
Sulfate-free clear body wash with mild foam and rinse-clean feel under $5/kg.
Top blendCoco-Glucoside 75.0%; Ethanol (bio) 25.0%
Low-Odor Hard-Surface Cleaner
General-purpose hard-surface cleaner concentrate for industrial maintenance, low odor, under $6/kg.
Top blendD-Limonene 42.7%; Corn Ethanol 39.2%; Sodium Hypochlorite 10.0%; Sodium Metasilicate 8.0%
Numerically inside tolerance; still needs formulation review for low-odor and material compatibility claims.
OMRI Bioinsecticide Adjuvant
OMRI-listed bioinsecticide adjuvant for organic crops, bee-safe, under $8/kg, improves spray coverage.
Top blendCanola Methyl Ester 64.6%; Ethanol (agri grade) 23.5%; Sulfur Dust 11.9%
Bio-Based Biostimulant Blend
Biostimulant blend for enhanced root growth, 100% bio-based, soil-safe, and minimal persistence.
Top blendCanola Methyl Ester 66.7%; Lecithin (soy) 16.7%; Wood Vinegar 16.7%
Tablet Film Coating System
Immediate-release tablet film coating system, water-based, pilot-friendly.
Top blendGlycerin USP 60.0%; Hydrogen Peroxide 20.0%; MCC PH102 13.3%; Sucrose 6.7%
Passes software constraints; requires pharma development review before any product claim.
Plant-Milk Emulsifier Blend
Clean-label emulsifier blend for plant-based milk, GRAS approved, under $4/kg, neutral taste, stable at pasteurization temperature.
Top blendMedium Chain Fatty Acid Blend 32.7%; Citric Acid 24.4%; Beet Sugar 20.0%; Lecithin 5.0%
Natural Bakery Preservation System
Natural preservative system for bakery applications with clean-label positioning and mold control under $4/kg.
Top blendMedium Chain Fatty Acid Blend 32.2%; Beet Sugar 20.0%; Citric Acid 19.9%; Ammonium Sulfate 7.9%
Cold-Water Laundry Detergent
Phosphate-free laundry detergent for cold-water washing with stain focus and improved sustainability profile under $4/kg.
Top blendEthanol (fabric grade) 39.6%; Sodium Laureth Sulfate 30.0%; SLES 3EO 29.0%; Lauryl Glucoside 1.4%
Bio-Focused Laundry Liquid
Concentrated liquid detergent, phosphate-free, cold-water active, stain-focused, and at least 85% bio-based.
Top blendEthanol (fabric grade) 39.6%; Sodium Laureth Sulfate 30.0%; SLES 3EO 29.0%; Lauryl Glucoside 1.4%
Waterborne Coating Aid
Waterborne coating aid for interior paint with low odor and easy application.
Top blendn-Butanol (bio) 76.6%; VAE Copolymer 10.9%; Soya Alkyd 9.1%; Carbon Black 3.4%
Passes software constraints; VOC and low-odor claims need manual coatings review.
Regression Coverage
| Guardrail | Why it matters | Test coverage |
|---|---|---|
| Direct regex parser mode | Local deterministic runs should not attempt remote LLM providers. | test_regex_provider_is_direct_and_classifies_common_edge_prompts |
| Constraint violation gate | Below-target blends cannot be presented as successful generated formulations. | test_controller_marks_constraint_violations_and_skips_reports |
| Failed-run report suppression | Certification, carbon, and stability outputs should not make empty failures look validated. | test_controller_skips_reports_for_infeasible_result |
| Vertical filtering cleanup | Universal ingredients are exact-name matches, avoiding accidental cross-vertical leakage. | Covered through prompt reruns and controller integration tests. |
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