RES_RESEARCH // RRE-Enterprise Quantitative Research & Survey InfrastructureAirLock™ Threat Shield ActiveMeritLock™ Proctored Exams IncludedPatent Pending · CA App. No. 3,329,739

Resvanta Research Engine

Autonomous Consumer & Market Intelligence (AISP + Maestro + MeritLock™)

The sovereign enterprise platform that converts unstructured questionnaire documents into live, fraud-proof market studies with autonomous quota routing, Resvanta AirLock™ pre-survey threat gating, MeritLock™ proctored examination & HR talent screening, and instant multi-format data delivery.

Launch MeritLock™ Exams

Release Status: Commercial Evaluation & Guided Pilot Deployment. Deployable on sovereign private VPCs or dedicated single-tenant environments (target 99.9% contractual SLA).

< 15 Min

DOCX Compilation Benchmark

Median 11.4m (n=25 .docx studies, 25–40 Qs)

99.4%

Bot & Script Rejection Rate

Controlled AirLock™ synthetic bot validation

< 0.2%

Over-Quota Discard Waste

Maestro real-time dynamic balancing

1-Click

Production Delivery

Triple-S, SPSS, and Parquet codebooks

QUESTION-ADAPTIVE STUDY INTERPRETATION ENGINEKish n_eff + BH-FDR + RIM Raking

Visual Study Insights Storyboard & Privacy-Guarded Client Reportal

Eliminate the 5-to-10-day post-survey charting bottleneck. RRE automatically converts any study into an interactive market research dashboard with Tri-Base Kish Effective Sample Sizes (n_eff), Rest-of-Sample (N−n) Z-tests, 2×2 Key Driver & Kano Contrast Matrices, TURF Portfolio Reach, and uB < 15 Anonymity Lockouts.

uB < 15 Reportal Privacy Lock1-Click Briefing Cart (.pptx)

Interactive Demographic & Banner Slicer (Rest-of-Sample N−n Significance Testing)

Harmoni Guard: RELIABLE (uB=368 ≥ 50)

Unweighted Base (uB)n = 368

RIM Weighted Base (B)N = 355

Kish Effective Base (n_eff)n_eff = 341

Design Effect (deff)1.04x

Weighting Efficiency (WE%)96.1%

[Q4_MATRIX] // LIKERT_ORDINAL · DIVERGING TOP-2-BOX & NET FAVORABILITYMcKinsey Action Title Auto-Synthesized

Enterprise buyers strongly over-index on Zero-Egress Data Sovereignty (91% T2B, +24.2% vs. Rest of Sample, p < 0.001).

Zero-Egress Data Sovereignty

T2B: 91%Net: +88▲ +24.2% vs N−n (p<0.001 (BH-FDR))

24/7 Dedicated Technical SLA

T2B: 89%Net: +85▲ +15.6% vs N−n (p=0.001 (BH-FDR))

Automated Questionnaire Compiler

T2B: 72%Net: +62

Transparent Tiered Pricing

T2B: 41%Net: +8▼ -15.7% vs N−n (p=0.006 (BH-FDR))

ADVANCED MARKET RESEARCH SOLVERS

2×2 Derived Importance vs. Stated Satisfaction Quadrant

🔥 PRIORITY FIX (High Imp / Low T2B)

Transparent Tiered Pricing

29.4% SVD Weight · 52% T2B

💎 MAINTAIN & LEVERAGE (High / High)

Zero-Egress Data Sovereignty

34.8% SVD Weight · 74% T2B

💤 MONITOR (Low Imp / Low T2B)

Custom CSS Theme Editor

11.2% SVD Weight · 48% T2B

⚖️ CORE HYGIENE (Mod Imp / High T2B)

24/7 Dedicated Technical SLA

24.6% SVD Weight · 78% T2B

Included Out-of-the-Box on Every Study:

• 2D SVD Correspondence Analysis Biplot (with <70% inertia guardrail) · Van Westendorp PSM + NMS Revenue Curves · Stage-to-Stage Brand Funnel Waterfall · 1-Click Export to Resvanta Decision Studio (RDS)

Autonomous Compiler

AISP: Unstructured Brief to Compiled Survey Engine

Compare messy Word document questionnaires on the left with the strongly-typed, auto-validated survey component compiled in under 1.5 seconds on the right.

AISP Engine (Autonomous Intelligent Survey Programmer)

OpenXML (.docx) AST Ingestion & Clarification Compiler

See how OpenXML (.docx) and structured Markdown questionnaires are parsed into an AST in ~30 seconds, resolved in the Clarification Workspace, and compiled into QA-validated survey code in under 15 minutes (median 11.4m across n=25 benchmark studies).

Raw Client Questionnaire (MS Word .docx / Markdown)Input Brief

Section 3: Pricing & Value Perception Q7. At what annual price per seat would you consider our Enterprise AI Security gateway to be: a) Too cheap - so cheap you would question its cryptographic integrity? [Open Numeric, Currency USD] b) A bargain - a great buy for the money? [Open Numeric] c) Getting expensive - but you would still consider purchasing? [Open Numeric] d) Too expensive - so high you would never consider it? [Open Numeric] * PROGRAMMING NOTE: Validate that (a) < (b) < (c) < (d). Terminate if values are non-monotonic. * If (d) > $5,000, trigger follow-up branch Q7_PremiumAllocation.

Semantic AST Parser:100% Fidelity

Full Survey Compilation & Synthetic QA:Median 11.4 minutes (n=25)

AISP Ingestion CompilerAuto-Compiling

Compiled Production Component (Interactive Live Preview)Van Westendorp Price Meter

Q07Validated AST: 4-Point Monotonic Boundary Checked

At what annual price point per enterprise seat would you classify our Enterprise Autonomous Security Platform?

Enter realistic annual contract values ($ USD). All points are dynamically audited by the AISP compiler runtime.

Too Cheap (Integrity Questioned)

A Bargain (High ROI Value)

Getting Expensive (Needs Budget Review)

Too Expensive (Immediate Disqualification)

✓ Invariant Enforced: Too Cheap ($850) < Bargain ($1,450) < Expensive ($2,200) < Too Exp ($3,600)

Dynamic Logic Engine v4.8100% Mobile & Desktop Responsive

Proprietary Pre-Survey Firewall

Resvanta AirLock™ Real-Time Threat Stream Terminal

Inspect live incoming respondent telemetry: hardware biometrics, audio context hashing, and datacenter ASN detection. Neutralizes fraudulent traffic before Question 1 with $0 CPI liability.

Resvanta AirLock™ Threat Gate Telemetry

Real-Time Anti-Fraud Screening & Zero CPI Waste Defense

Passively authenticates device biometrics and ASN network routing in under 300ms. Eliminates click-farms and bot swarms before Question 1 so you never pay for dirty sample.

Screened Sessions

14,890

Passive 300ms verification

Blocked at Threat Gate

1,421

Terminated pre-Q1

Bot & Script Rejection Rate

99.4%

Controlled Validation (n=5,000)

Preserved Sample Budget

$17,052

Pre-Q1 gate rejection

AIRLOCK™ THREAT GATE // INCOMING RESPONDENT FEED

POLICY: BALANCED

12:05:42.1120xa8f4c219|Canvas + Audio WebGL biometrics verified. Residential ISP ASN.

Score: 8VERIFIED HUMAN

12:05:42.4200x3b19f07e|Datacenter ASN (Cloud Hosting Proxy). Intercepted pre-Q1 ($0 CPI Liability).

Score: 92BLOCKED (0 CPI)

12:05:42.8100x77c2e401|Geo-Locale Inconsistency: IP Dallas US vs Clock Europe/Moscow. Neutralized.

Score: 78BLOCKED (0 CPI)

12:05:43.1040x5d0811aa|Mobile touch velocity genuine. Screen DPI authentic. Proceeded to S01.

Score: 12VERIFIED HUMAN

12:05:43.5180x91ef77c3|Puppeteer / Playwright headless WebGL signature. Pre-survey threat gate closed.

Score: 88BLOCKED (0 CPI)

Non-Invasive Passive Telemetry (Canvas / WebGL / Audio Context / ASN Intelligence)Deterministic AirLock™ Threat Gate Invariant Enforced

Traffic & Pacing Automation

Maestro Dynamic Quota Matrix & Multi-Exchange Dispatch

Live multi-cell demographic balancing ($Age \times Gender \times Region$) auto-throttling overfills and dynamically shifting traffic across integrated sample exchanges and custom panel vendors.

Maestro Fieldwork Director

Interlocking Multidimensional Quotas & Pacing Engine

Autonomous traffic arbiter managing n-dimensional demographic cells (Age $\times$ Gender $\times$ Income $\times$ Region). Prevents over-quota waste while keeping scarce cells open.

Total Study Pacing:92% Complete

N = 2,311 completesTarget: 2,500

Click Cell to Inspect Real-Time Routing & Supplier Waterfall

Female 18–34 // Urban MetroPACING_OPTIMAL

422 / 450 NIR: 44%

Male 18–34 // Tech Decision MakerNEAR_CAP

341 / 350 NIR: 22%

Female 35–54 // Suburban HomeownerOPEN

512 / 600 NIR: 56%

Male 35–54 // C-Suite / ExecutiveNEAR_CAP

248 / 250 NIR: 14%

Adults 55+ // High Net WorthCLOSED

400 / 400 NIR: 31%

National Representative Gen-Z (18–24)OPEN

388 / 450 NIR: 38%

Cell Telemetry & RoutingMaestro Auto-Paced

Selected Quota CellFemale 18–34 // Urban Metro

Current Cell Fill:422 of 450 completes

Cell Fill Percentage:94%

Incidence Rate (IR):44%

Active Sample Dispatch

Primary Tier-1 Exchange (Lowest Marginal CPI)

Maestro dynamically selects lowest marginal CPI vendors first, auto-redirecting traffic to avoid over-quota penalties.

Dynamic Quota Runtime v4.2Zero Over-Quota Invoices Guaranteed

Modular Platform Architecture

Seven Unified Sub-Engines. One Sovereign Operating Platform.

Resvanta Research Engine replaces the fragmented patchwork of script writers, panel aggregators, manual fraud checkers, proctoring vendors, and data cleaners with a single continuous pipeline.

MODULE 01 // AST Synthesis EngineEnterprise Ready

Autonomous Intelligent Survey Programmer (AISP)

Eliminates days of manual script authoring by parsing OpenXML (.docx) and structured Markdown research briefs into a strongly-typed Abstract Syntax Tree (AST), surfacing ambiguous routing in an interactive Clarification Workspace before compilation.

Core Engineering Invariants

Deterministic AST compiler transforming .docx questionnaires into verified schema

Interactive Clarification Workspace resolving ambiguous skip/quota instructions before launch

32 native enterprise question types (Van Westendorp, MaxDiff, Conjoint CBC, Heatmaps, Hotspots, Cascading Select)

Automated cyclomatic logic verification preventing orphaned loops and dead ends

Benchmark Performance Metrics

End-to-End Benchmark

Median 11.4m (n=25 .docx studies)

Output Schema

JSON-AST / Triple-S XML

Logic Validation

100% DAG Reachability Check

Supported Formats

OpenXML (.docx) & Structured Markdown (Native; PDF OCR on Roadmap)

engine_aisp.json

Live Telemetry Node

// AISP Compiled AST Node (Extract)
{
  "node_id": "Q_FIN_04",
  "type": "VAN_WESTENDORP_PRICE_METER",
  "logic_gate": {
    "condition": "ALL",
    "predicates": [
      { "ref": "Q_FIN_01", "op": "CONTAINS", "val": ["WEALTH_TIER_A"] },
      { "ref": "Q_FIN_03", "op": "GTE", "val": 250000 }
    ]
  },
  "randomization": "BALANCED_BLOCK_ROTATION",
  "currency_locale": "USD",
  "telemetry_flags": ["AIRLOCK_MANDATORY", "SPEEDER_THRESHOLD_MS:4200"]
}

Every sub-engine outputs standardized telemetry into our unified data bus, allowing instant downstream transfer to Resvanta Decision Studio for causal econometric simulation.

Financial Impact Model

Enterprise Fieldwork ROI & Margin Calculator

Quantify exact annual budget recovered by eliminating fraudulent completes with Resvanta AirLock™ and reducing agency programming fees with AISP.

Interactive Enterprise ROI Calculator

Quantify Your Fieldwork & Programming Savings

Model the potential financial impact of reducing manual survey scripting cycles and blocking automated bot submissions at the pre-survey gate.

Annual Interview Volume (N)20,000 Completes / yr

5,000 (Pilot)25,000 (Mid-Enterprise)100,000+ (Global Brand)

Current Average Cost-Per-Interview (CPI)$12.00 USD / complete

$5 (Gen-Pop)$15 (Verified B2B)$45 (Niche C-Suite / Healthcare)

Baseline Annual Sample Budget: $240,000

Across approximately 17 enterprise studies per year.

Projected Annual Enterprise ValueAirLock™ Protected

Total Net Enterprise Savings

$97,600

Estimated budget preserved from pre-Q1 bot rejection and faster survey compilation.

Fraud Budget Preserved+$43,20018% baseline fraud eliminated

Scripting Fees Saved+$54,400~17 studies automated by AISP

Turnaround Speedup:

21 Days → < 24 Hours

* Note: Projected ROI and savings figures are indicative model estimates only. For bespoke economic modeling and detailed enterprise pricing, contact [email protected].

Competitive Architecture Matrix

How Resvanta Outperforms Legacy & Mid-Market Suites

Detailed architectural comparison across automation velocity, fraud prevention, quota economics, and deployment sovereignty.

Evaluation Dimension	Legacy Enterprise Monoliths	Mid-Market DIY Tools	Resvanta Research Engine
Questionnaire Authoring Workflow Automation	Manual scripting (3–5 days, specialized coders)	Manual drag-and-drop (limited complex logic)	AISP Autonomous AST Compiler (< 15 mins)
Anti-Fraud Threat Prevention Data Integrity	Basic reCAPTCHA & post-fieldwork manual scrubbing	Cookie-only or IP rate limiting (easily spoofed)	Resvanta AirLock™ Device Biometrics & ASN Gate ($0 CPI liability)
Sample Routing & Exchange Fieldwork Logistics	Single-vendor lock-in or expensive managed services	Restricted proprietary panel with high markups	Maestro multi-exchange waterfall & bring-your-own vendors
Quota Balancing & Waste Fieldwork Logistics	Static cell caps with frequent manual over-quota dumps	Simple marginal quotas only (no complex interlocking)	Dynamic auto-balancing PID controller (< 0.2% waste)
Data Quality & Deliverables Delivery & Analysis	Raw unweighted CSVs; manual SPSS scripting required	Basic charts and summary tables; no codebooks	1-Click Triple-S XML, SPSS (.sps), Parquet & DQI scrubbing
Causal Inference Readiness Enterprise Intelligence	None (correlational crosstabs only)	None (descriptive averages only)	Direct pipeline to Resvanta Decision Studio (RAIL engine)
Deployment & Sovereignty Security & Governance	Shared public cloud multi-tenant only	Public cloud only; no private tenant isolation	Private VPC or Sovereign Air-Gapped on-prem appliance

Two-Track Commercial Licensing, 5-Pillar Credit Ledger & MeritLock™ Matrix

Transparent Enterprise Pricing. Zero Sample Broker Markups.

Predictable annual platform subscriptions paired with 0% pass-through wholesale sample clearing, AISP survey compilation credits, and isolated MeritLock™ proctored examination quotas.

Track A // Direct Corporate End-Client License

First-Party Brands & Internal Insights Teams (Tiers 1 & 2)

Licensed strictly for internal, first-party market research, brand tracking, product testing, and candidate evaluations for the corporate licensee and wholly owned subsidiaries. Enforced via AISP Entity & Brand Fingerprinting and single parent corporate CNAME binding (prohibits third-party service bureau scripting or commercial reselling).

Track B // Agency, Consultancy & Scripting Bureau License

Multi-Client Commercial Use & White-Label Bureaus (Tier 3)

Authorizes commercial multi-tenancy, survey programming for external clients, and white-label client deliverables. Includes 20 segregated Client Sub-Workspaces (+$1,500/yr per additional external brand client) + wholesale AISP Compilation Credits and volume complete blocks.

Tier 0 Pilot ($2.5k) & Tier 1 // Track A

Corporate Growth

No-RFP entry tier for internal insights teams (1 Single-Brand Workspace).

Tier 0 Single-Study Pilot: US$2,500 / study (100% Credited)

US$18,000/ year

25,000 Verified Completes/yr • 125k AirLock™ Screenings (5:1)

* Software hosting capacity (panel sample billed at 0% markup)

25,000 Verified Completes / yr (or start with a US$2,500 Single-Study Pilot — 1,500 completes, 100% credited within 30 days)
250 AISP Credits / yr (~10 Standard Surveys)
All 32 Enterprise Question Types Unlocked (Conjoint CBC, MaxDiff, Van Westendorp)
Max 5 Concurrent Active Fielding Links & 5 Creator Seats
Resvanta AirLock™ <25ms Bot Shield + Section 35 Supplier Clawback Logs
250 Starter MeritLock™ Proctored Exams/yr
Overages: $0.25/complete • $3.00/AISP credit • $4.00/1k entrants

Flagship Corporate Direct

Tier 2 // Track A Only

Corporate Enterprise

Multi-division enterprise insights (Up to 5 Owned Brand Workspaces).

Multi-Division Corporate Standard

US$54,000/ year

150,000 Verified Completes/yr • 750k Screenings (5:1)

* Track 3 Full RRE + MeritLock™ Enterprise Bundle: US$78,000/yr

150,000 Verified Completes / yr (platform hosting; panel sample separate at 0% markup)
1,500 AISP Credits / yr (~60 Standard Surveys)
Max 25 Concurrent Active Fielding Links & Up to 5 Brand Workspaces
15 Creator Seats + Unlimited Viewers
FRE 902(14) Court Certificates & Section 35 Automated Clawback Dossiers
1,500 Bundled MeritLock™ Proctored Exams/yr
Overages: $0.18/complete • $2.50/AISP credit • $4.00/1k entrants

Tier 3 // Track B Multi-Client

Agency Partner

Authorized multi-client commercial bureau & research agency license.

Agency Base + Wholesale Client Blocks

US$42,000/ yr Base

15 Client Workspaces • 50k Starter Completes • 35% Wholesale Discount

* Track 3 Global Agency Full Ecosystem Bundle: US$95,000/yr

15 Isolated Client Sub-Workspaces Included (+$1,500/yr per extra client)
50,000 Starter Verified Completes + 1,000 AISP Credits included in Base
35% Wholesale Partner Discount on Client Complete & AISP Credit Blocks
25 Agency Programmer Seats + White-Label CNAME & 16:9 PPTX Exports
500 Starter MeritLock™ Exams/yr + Wholesale Exam Packs
Wholesale Block Rate: $0.12/complete • $2.00/AISP credit • $3.50/1k entrants

Tier 4 // BYOC or Managed VPC

Sovereign Dedicated VPC

Isolated single-tenant infrastructure for government, healthcare & Tier-1 banking.

Option 1 Self-Hosted BYOC | Option 2 Managed Single-Tenant

US$165k / $185k/ yr

1,000,000 Verified Completes/yr • 5M AirLock™ Screenings

* Option 1 BYOC: $165,000/yr | Option 2 Managed VPC: $185,000/yr

1,000,000 Verified Completes / yr + 5,000,000 AirLock™ Screenings included
5,000 AISP Credits / yr + Unlimited Enterprise Seats
Post-Quantum FIPS 204 ML-DSA-65 WORM Audit Ledger & BYOK KMS
10,000 Bundled MeritLock™ Exams/yr (Track 3 Full Defense Bundle: $220k BYOC / $245k Managed)
Expansion Block: +$45k BYOC / +$55k Managed per +1M Completes

RRE Metering Ledger Architecture

The 5 Granular Credit & Consumption Metering Pillars

48-Hour Staging Grace (5 Free Recompilations)

Pillar 1 // AISP Credits

AST Survey Compilation

Simple (≤20 Qs): 10 Credits (~$30)
Standard (21–50 Qs): 25 Credits (~$75)
Advanced (51+ Qs / CBC / MaxDiff): 75 Credits (~$225)

Pillar 2 // 5:1 Entrant Cap

Pre-Survey Traffic Gate

Every complete includes 5 pre-survey entrants. Excess entrants from ultra-low IR studies or bot floods billed at $4.00 / 1k ($3.50/1k Agency).

Pillar 3 // LOI & Media

Interview Length Weights

≤15m: 1.0x • 16–30m: 1.5x • 31–45m: 2.0x • >45m: 3.0x. Video stream: $0.015/min; respondent upload: $0.050/min.

Pillar 4 // AirLock™ API

Standalone Threat REST API

Base: $4,800/yr (250k calls). Volume tiers scale from $12.00/1k down to $3.50/1k (10M–50M+ calls).

Pillar 5 // Trackers >90d

Longitudinal Wave Memory

Includes 90 days active fielding. Multi-wave trackers kept live >90d with respondent lockout & warm HNSW index: $350/mo ($250/mo for 10+).

Sub-Engine 07 & Standalone Suite // Resvanta MeritLock™ (quiz.resvanta.com)25% RRE Hub Bundle Discount + Academic Grants (30-Day WebP Hygiene)

MeritLock™ Proctored Assessment & Examination Tiers

Browser-native automated webcam snapshot proctoring, hardware multi-monitor locks, K-of-N randomized question bank draws, and multi-tenant white-label portals (/c/[slug]) at $0.10–$0.24 per exam (97% savings vs. $8–$15 legacy proctors). Enforces a Strict Quota Isolation Guardrail so survey completes and proctored exam sessions never share the same ledger balance.

Launch MeritLock™ PortalTier 0 Pilot: 14-Day Trial (100 Free Proctored Exams)

Track 2 Tier 1 // MERITLOCK_ACADEMIC

Academic & University Dept

Annual Department License

US$6,500/ year

Up to 2,500 Proctored Exam Sessions / yr

FERPA & GDPR 30-Day Automated Biometric WebP Purge

2 Client Admins + 15 Faculty Author Seats
Branded Vanity Portal (quiz.resvanta.com/c/[slug])
Webcam baseline ID selfie + interval/strike WebP + multi-monitor lock
K-of-N question bank draws (up to 100 Qs/pool) + Ed25519 Transcripts
30-day snapshot storage retention ($0.35/extra exam overage)

Track 2 Tier 2 // MERITLOCK_CORP_LDCorporate L&D & HR

Corporate L&D & Recruiting

Annual Enterprise HR & L&D License

US$18,500/ year

Up to 10,000 Proctored Exam Sessions / yr

Track 3 Full RRE + MeritLock™ Growth Bundle: US$29,500/yr

5 Client Admins + 25 Recruiter / L&D Author Seats
Shared Organization Question Pools (up to 250 Qs/pool)
Full Proctoring + Camera Tamper/Blackout Detection + Filmstrip Audit
Custom HR, EEO & Biometric Consent Footers
90-day snapshot storage retention ($0.25/extra exam overage)

Track 2 Tier 3 // MERITLOCK_CERT_BOARD

High-Stakes Certification

National Licensure & Certification Boards

US$48,000/ year

Up to 50,000 Proctored Exam Sessions / yr

Custom CNAME + SSO Federation + 1-Yr Forensic Archive

Unlimited Client Admins, Faculty & Recruiter Authors + Unlimited Pool
Custom Domain (exams.clientdomain.org) + Hub JWT SSO Federation
Ed25519 Cryptographically Signed Diplomas & Real-Time Webhook Bus
1-Year (365 Days) Cold Forensic Archive ($0.15/extra exam overage)

ML-PACK-10K+10,000 Exam Sessions (12-mo)

From $1,950Starter Volume Pack

ML-PACK-50K+50,000 Exam Sessions (12-mo)

Custom ScopedInstitutional Volume

ML-PACK-250K+250,000 National Board Pack

Custom SOWNational Board Tier

* Track A licenses prohibit third-party service bureau survey scripting; unauthorized multi-client usage triggers automatic retroactive Track B re-billing + 50% non-compliance surcharge. Contact [email protected] for enterprise volume blocks.

Resvanta Group Unified Ecosystem Loop

Step 1: Clean Empirical Grounding for Causal Inference

Resvanta Research Engine captures high-fidelity market data through AISP and AirLock™ verification, outputting standardized microdata directly into Resvanta Decision Studio (Product 2). There, the RAIL engine executes 108 causal econometric proofs for pricing and simulation without manual data reshaping.

Explore Resvanta Decision Studio

Enterprise Technical Specifications & Deployment Invariants

Core Engine Architecture

Autonomous AST Compiler · Triple-S XML Schema Generator · Pre-Survey Hardware Biometrics · PID Quota Balancing Controller · Vector Memory Corpus

Compliance & Security Standards

Zero-Egress Cryptographic Audit LogISO 27001 Aligned ControlsGDPR / CCPA CompliantHIPAA Sovereign CloudWCAG 2.1 AA Accessible

Infrastructure & Integrations

Sample Exchanges IntegrationNetSuite ERPQuickBooks OnlineSPSS Syntax (.sps)Apache ParquetPrivate Cloud VPC

Available as a managed sovereign cloud tenant or deployed inside customer-controlled private cloud VPCs.

AUTHORITATIVE SPECIFICATION // PRICING, AVAILABILITY & BENCHMARK SCOPE

Resvanta Research Engine — Published Licensing, Implemented Scope & Validation Protocol

Current Availability Status: Commercial Evaluation & Guided Pilot Release (Interactive Sandbox Active)

Open Sandbox (survey.resvanta.com)Read Full AISP (.docx) Survey Programming & AirLock™ Technical Guide

Tier 0 Pilot ($2.5k) & Tier 1 Corporate Growth

US$2,500 / study | US$18,000 / yr

Tier 0 Single-Study Pilot at US$2,500/study (100% credited within 30 days). Tier 1 Corporate Growth at US$18,000/yr includes 25,000 Verified Completes/yr, 125,000 AirLock™ Screenings/yr, 250 AISP Credits, and 250 MeritLock™ Starter Proctored Exams/yr.

Tier 2 Corporate Enterprise (Track A)

US$54,000 / yr

150,000 Verified Completes/yr, 750,000 AirLock™ Screenings/yr (5:1), 1,500 AISP Credits (~60 studies), 1,500 MeritLock™ Proctored Exams/yr, up to 5 Brand Workspaces, FRE 902(14) Court Certificates & Section 35 Supplier Fee Clawback Dossiers.

Tier 3 Agency ($42k) & Tier 4 Sovereign VPC

US$42k / yr Base | US$165k–$185k VPC

Track B Agency Partner Base at US$42,000/yr + Wholesale Complete Blocks across 15 Client Workspaces. Tier 4 Sovereign Dedicated VPC at US$165,000/yr (Option 1 Client Self-Hosted BYOC) or US$185,000/yr (Option 2 Resvanta-Managed Single-Tenant VPC). MeritLock™ Standalone from US$6,500/yr (Academic) to US$48,000/yr.

Implemented Capabilities in Current Release

• Native OpenXML (.docx) & structured Markdown AST ingestion (cloud word-processor exports supported via .docx; direct PDF OCR on roadmap).
• Interactive Clarification Workspace resolving ambiguous skip, piping, or quota instructions before compilation.
• 32 native question types, Multinomial Logit (MNL) Conjoint, MaxDiff, Van Westendorp, and Triple-S / SPSS (.sps/.sav) export.

Validation Benchmark Sample Size & Scope Boundaries

• < 15 Minute Compilation Benchmark (Oct 2026 internal validation, n = 25 standard 25–40 question .docx studies with 2–5 ambiguity flags): median end-to-end compilation & synthetic QA time 11.4 minutes (IQR: 8.5–14.2m).
• 99.4% Bot & Script Rejection Rate (Controlled validation, n = 5,000 sessions): measures pre-survey gate rejection of simulated headless browsers, datacenter proxies, and duplicate device hashes.
• Extended Configuration Scope: Multi-country 100+ question tracking studies or custom JavaScript visual stimulus embeds typically require 30–60 minutes of researcher review.