Resvanta Decision Studio
Autonomous Corporate Econometrics & Boardroom Decision Intelligence — Powered by RAIL
Fortune 500 boards and enterprise leadership teams waste over $12B annually on management consulting firms who take 16 weeks to deliver static PowerPoint correlation decks. Resvanta Decision Studio (`RES_DECISION`) replaces this apparatus with autonomous causal econometrics: converting unstructured C-suite queries into deterministic causal models, testing for observational traps, simulating counterfactual pricing policies, and compiling offline 16:9 board decks in under 45 seconds.
Zero Generative Hallucinations. 100% Deterministic Proving. Deterministic offline container deployment (`docker run --network none`).
Propensity Score Matching (1:1 NN Caliper) & Hidden Bias Proof
Eliminates self-selection bias in observational cohorts. Mathematically isolates true causal tenure expansion and tests sensitivity against unobserved confounding.
Zero Common-Support Bleed: Treated accounts without twin counterfactuals inside the 0.25σ caliper are rejected to prevent extrapolation errors.
Rosenbaum Bounds Verified: Wilcoxon signed-rank test proves that even if an unobserved confounding factor increased odds of treatment by 142%, the tenure lift remains statistically significant ($p \le 0.05$).
RMST Lifespan Expansion: Restricted Mean Survival Time integrates the non-parametric Kaplan-Meier curve across a 36-month planning horizon, proving a net +3.8 to +14.09 month extension.
Random Utility Theory & Willingness-to-Pay (WTP) Simulator
Solves for the profit-maximizing pricing sweet spot using discrete-choice Multinomial Logit (MNL). Decomposes attribute utilities and prevents churn elasticity cliffs.
Net of churn attrition & implementation cost
Softmax logit choice retention share
Cash flow payback across 10k accounts
Tenure delta when bundled with SLA tier
| Enterprise Feature Attribute | Category | Importance Weight | Dollar WTP / Mo |
|---|---|---|---|
| Guaranteed 99.9% SLA Support Tier | Infrastructure | 38.4% | +$27.21 |
| Real-Time Audit Gateway & HMAC Ledger | Security | 24.1% | +$18.60 |
| SSO / SAML Enterprise Identity Sync | Authentication | 19.5% | +$14.50 |
| Dedicated Strategic CSM Assignment | Customer Success | 14% | +$11.80 |
| Multi-Region Cloud Redundancy | Hosting | 9.2% | +$8.90 |
Causal Treatment Lift Optimization & Sleeping Dog Suppression
Replaces blanket retention marketing with causal Heterogeneous Treatment Effect (HTE) models. Concentrates budget on accounts that actually move, while silencing campaigns that awaken dormant cancellations.
The Persuadables
+17.8% Net Retention Lift
Accounts at risk of churn who respond positively to intervention. Concentrates 60.7% of total potential retention lift in the top 30% of accounts.
The Sure Things
88.4% Baseline Retention
Loyal accounts who renew organically regardless of outreach. Giving price discounts to this cohort burns gross margin with zero incremental lift.
The Lost Causes
89.1% Inherent Churn Risk
Departing due to external factors (bankruptcy, M&A, technology sunset). Concessions fail to alter their trajectory. Stop burning budget.
The Sleeping DogsDanger
-15.4% Adverse Attrition Hazard
Dormant accounts auto-renewing peacefully. Marketing touches wake them up to unused subscriptions, provoking immediate churn.
Deterministic C-Suite Natural Language Terminal
Zero LLM hallucinations. The Semantic Query Understanding Engine (SQUE) translates board-level inquiries into deterministic econometric pipelines, executing in under 20 milliseconds.
“Deploy Value Bundle immediately. The +$15 price adjustment paired with 99.9% SLA Technical Support yields +$142,500 in 36-month net revenue lift and extends account lifespan by +3.8 months, successfully offsetting churn elasticity.”
HMAC-SHA256 Provenance Ledger & 16:9 Board Deck Generator
Eliminates boardroom liability. Every decision, counterfactual simulation, and slide deck is cryptographically sealed with the tenant's private salt, guaranteeing bit-level immutability.
Sealed on 2026-10-06 with tenant salt [RDS_TENANT_SALT_9401]. Immutable mathematical provenance guaranteed.
Resvanta Decision Studio — Powered by RAIL
Autonomous Econometric Audit & Optimal Pricing Policy Briefing
How Decision Studio Replaces the Legacy Consulting Monolith
Comparing McKinsey/Bain strategy retainers, traditional BI tools, enterprise ML platforms, and generic GenAI against deterministic causal econometrics.
| Evaluation Dimension | Legacy Strategy Firms McKinsey, Bain, Simon-Kucher | Generic BI Tableau, PowerBI | Enterprise Platforms Palantir, Dataiku | Standard GenAI ChatGPT, Copilot | Decision Studio (RAIL) |
|---|---|---|---|---|---|
Delivery Latency Operational Velocity | 12 to 16 Weeks per project | Instant (Manual query only) | Weeks of pipeline engineering | Seconds (Unverified text) | Under 45 Seconds (Autonomous) |
Engagement Cost Financial Efficiency | $500,000 to $2,000,000 / sprint | $70 to $120 / user / month | $250k to $1M+ platform fee | $30 / user / month | Predictable SaaS & Appliance ($36k–$120k/yr) |
Analytical Grounding Scientific Rigor | Subjective interviews & Excel models | Naive correlation (Observational bias) | Predictive ML (Black-box correlation) | Large Language Model (Hallucinatory) | Deterministic Causal Econometrics (RAIL) |
Selection Bias Elimination Scientific Rigor | Rare / ad-hoc manual regressions | None (Displays confounded data) | Manual data science coding required | None (Cannot detect confounding) | Autonomous 1:1 NN Caliper PSM & DiD |
Willingness-to-Pay (WTP) Pricing Science | Survey-based Excel estimates | None | Complex custom Python pipelines | Hallucinated pricing numbers | McFadden Multinomial Logit (MNL) |
Anti-Trap Sentries Data Integrity | None (Prone to Simpson's Paradox) | None (Charts raw aggregations) | Manual unit tests required | None | Built-in Sentries (Simpson, Leakage, PSI) |
Deliverables Format Executive Governance | Static 80-page PowerPoint decks | Interactive BI dashboards | Raw analytical tables & web apps | Unformatted markdown chat | 16:9 Board Decks, Sealed Dossiers & Scored CSVs |
Data Sovereignty & Air-Gap Enterprise Security | Consultants access confidential IP | Public cloud multi-tenant hosted | Private cloud deployment | Public cloud API (Model training risk) | 100% Air-Gapped Appliance (--network none) |
Audit Verification Enterprise Security | None (Subjective opinion) | None | Standard access logs | None | HMAC-SHA256 Bit-Level Proof Seals |
Deterministic Value. Fixed, Predictable Enterprise Licensing.
Replace open-ended consulting retainers with fixed SaaS or sovereign appliance pricing. Scale smoothly by customer cohort volume with zero hidden fees.
Growth Studio
For growth-stage enterprises modernizing pricing and churn operations.
Or $3,500/mo · Up to 100k cohort records
- Up to 100,000 monitored customer records
- 5 Named executive seats
- Conjoint Choice & Feature WTP Modeling
- PSM 1:1 NN Caliper Causal Tenure Lift (ATT)
- Kaplan-Meier survival curves & RMST lift
- Dimension-109 core conversational terminal
Enterprise Studio
Full 8-engine RAIL suite with counterfactual policy lab and CRM uplift rails.
Or $12,500/mo · Up to 1,000,000 cohort records
- Everything in Growth Studio, plus:
- Full 8-Engine RAIL Econometric Proving Suite
- What-If Counterfactual Lab (Joint Policy Simulation)
- 4-Quadrant Uplift Targeting with Sleeping Dog Suppression
- Anti-Trap Sentries (Simpson's Paradox, Leakage, PSI Drift)
- 16:9 Executive Board Decks & Sealed Cryptographic Dossiers
- Scored CSV cohort export with Salesforce / HubSpot tags
Sovereign Air-Gapped
Zero-network isolated appliance for banking, defense, and healthcare.
Unlimited records · Zero external network calls
- 100% Offline containerized runtime (`--network none`)
- Unlimited monitored customer cohort records
- Unlimited concurrent executive & analyst seats
- Offline HMAC-SHA256 license key validation
- Native connectors for Snowflake, Postgres, and SQLite
- Dedicated deployment engineer & 24/7 sovereign SLA
Step 2: Causal Econometric Counterfactual Optimization
Resvanta Decision Studio consumes clean empirical willingness-to-pay and market microdata from Resvanta Research Engine (Product 1), running 108 automated proofs to optimize pricing frontiers and uplift segments. Its deterministic policies then inform legacy modernization workflows in CodeArchaeologist (Product 3) and cryptographic security audit controls in Sentinel Trust OS (Product 4).
Enterprise Technical Specifications & Sovereign Security Guarantees
108 RAIL Causal Proofs · McFadden Multinomial Logit (MNL) · 1:1 NN Caliper PSM · Rosenbaum Bounds (Γ* ≥ 2.4) · Kaplan-Meier RMST · Cox Proportional Hazards · SQUE 3-Tier Classifier