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AI Research Assistant

From Research Question to
Publication-Ready Data

An AI-powered platform with 80+ tools covering questionnaire design, campaign targeting, survey execution, and statistical analysis — with mathematical validation at every step.

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Design
Campaign
Execute
Analyze

AI that understands research methodology

Not just AI-generated questions. An agentic platform where specialized AI agents manage your entire research workflow through 80+ programmable tools.

Agentic Architecture

Four specialized agents — Designer, Campaign Manager, Respondent, and Analyst — work autonomously through MCP tools, orchestrating research workflows end-to-end.

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Mathematical Guarantees

Z3 SMT solver formally proves questionnaire logic is sound — every question reachable, every path valid, every contradiction caught before deployment.

Multi-Provider AI

Claude, GPT-4, Bedrock, Gemini — use the model that fits your needs. No vendor lock-in, bring your own API key, switch providers anytime.

Explore all AI features

One platform. Four phases. Zero gaps.

The complete research lifecycle, integrated and AI-driven.

Armiger

Design

AI generates and validates questionnaires with mathematical proofs of logical soundness.

Targetor

Campaign

Target the right audience with AI-powered sampling strategies and demographic distribution.

SirWay

Execute

Execute surveys via magic links, interviewer-assisted interviews (phone & in-person), or AI simulation with persona profiles.

Balansor

Analyze

Transform raw data into publication-ready datasets with weighting and multi-format export.

Phase 1 · Design

Design questionnaires with AI. Validate with mathematics.

Describe research objectives in natural language or upload existing documents (PDF, Word, spreadsheets). AI analyzes your content, extracts quantifiable dimensions, and generates QML questionnaires with conditional logic and skip patterns. The Z3 SMT solver then mathematically proves every question is reachable and all logic is sound — automatically iterating until validation passes.

  • AI generates QML from natural language or document ingestion
  • Z3 SMT solver validates reachability and logical consistency
  • Iterative refinement loop: generate → validate → fix → re-validate
  • Browser-based IDE with syntax highlighting and flow visualization
  • Support for 8+ research domains (market research, clinical, due diligence, IT security...)
Launch Armiger
armiger.dev.askalot.io
Armiger - AI-powered questionnaire design IDE with syntax highlighting and flow visualization
targetor.dev.askalot.io
Targetor - Campaign management with sampling strategies, demographic targeting, and quality scoring
Phase 2 · Campaign

Target the right audience. Build representative samples.

AI recommends sampling strategies based on your research objectives. Define demographic distribution targets, generate respondent pools with quality scoring, and distribute workload across interviewers — via a guided wizard, conversational chat interface, or the 80+ MCP tools.

  • AI-powered campaign wizard with conversational interface
  • Sampling strategies with demographic distribution factors
  • Greedy and random-constrained pool generation with RMSE quality scoring
  • Campaign management with progress tracking and invitation dispatch
  • Interviewer workload distribution and assignment management
Launch Targetor
Phase 3 · Execute

Execute surveys — or let AI simulate them.

Two execution paths: respondents complete surveys directly via magic links, or interviewers facilitate interviews by phone or in person. For testing and synthetic data generation, AI agents with demographic personas complete surveys realistically — simulating an entire campaign with 5 built-in profiles or custom personas.

  • Direct mode (magic links) and Interviewer-Assisted mode (phone & in-person)
  • Lazy evaluation: questions computed dynamically from preconditions
  • Contradiction-free navigation guaranteed by SMT validation
  • AI campaign simulation with 5 built-in persona profiles
  • Batch processing for synthetic dataset generation
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Launch SirWay
sirway.dev.askalot.io
SirWay - Survey execution with lazy evaluation, dynamic question flow, and respondent navigation
balansor.dev.askalot.io
Balansor - Medallion data pipeline with Bronze, Silver, Gold stages, quality metrics, and multi-format export
Phase 4 · Analyze

Transform raw data into publication-ready datasets.

The medallion architecture progressively refines data: Bronze (raw extraction) → Silver (post-stratification weighted via raking) → Gold (refined, publication-ready). Quality metrics measure representativeness at every stage. Export to CSV, Excel, SPSS, or Parquet with full lineage tracking.

  • Medallion pipeline: Bronze → Silver → Gold with full lineage
  • Raking algorithm for post-stratification weighting
  • Per-factor quality metrics (RMSE, Chi-square, max deviation)
  • Export: CSV, Excel (.xlsx), SPSS (.sav), Parquet
  • AI-assisted insight generation and natural language queries (coming soon)
Launch Balansor

80+ tools. One unified API.

Every platform capability is accessible via REST API and Model Context Protocol (MCP). Connect AI agents from any provider — Claude, GPT-4, Bedrock, Gemini — and let them manage your research autonomously.

5 Project Management
5 Questionnaires
9 Campaigns
6 Respondents
8 Pools
6 Strategies
4 Workload
8 Surveys
2 Users
8 Datasets
3 Audit
3 Documentation
MCP Tool Call 
// AI agent creates a campaign via MCP
create_campaign({
  name: "Q1 National Survey",
  project_id: "proj_abc123",
  questionnaire_id: "qst_def456"
})

// Then generates a representative sample
generate_pool_from_strategy({
  strategy_id: "str_ghi789",
  pool_name: "National Sample Q1"
})

Built for research organizations that demand rigor.

Multi-Tenant Isolation

Dedicated environments with custom domains, independent databases, and full resource isolation per organization.

GDPR Compliant

Full audit trails, data processing controls, and respondent consent management built into every workflow.

SOC 2 Type II Coming Soon

Enterprise-grade security controls with continuous monitoring and formal compliance certification.

Role-Based Access

Admin, Designer, Manager, Interviewer — granular permissions at project, campaign, and resource level.

Full Audit Trail

Every action tracked with entity history, actor identification, and time-series event storage for compliance.

Multi-Provider AI

No vendor lock-in. Use Claude, GPT-4, Bedrock, or Gemini — bring your own model and switch anytime.

Ready to transform your research workflow?

AI agents, mathematical validation, and 80+ programmable tools — from research question to publication-ready data.

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