Certified answer infrastructure for enterprise AI

Your AI doesn't need your database. It needs the right answers.

Turn enterprise data and business knowledge into a growing library of approved questions. Employees and AI agents receive certified, timestamped answers computed directly from your systems, not numbers invented by a model.

✓ No runtime AI-generated SQL✓ Approved business logic✓ Traceable execution receipts
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Enterprise Finance Agent
Approved business question
What was revenue by business unit last quarter?
✓ CERTIFIED RESULTExecuted Oct 28, 2026 · 09:42
Business unitNet revenue
North America$12,450,000
Europe$8,720,000
Asia Pacific$5,310,000
Total$26,480,000
✓ EXECUTION RECEIPT
Source: Enterprise warehouseQuestion: REV-BU-042Approved logic: v2.4Result fingerprint: 9f2c…41a7
↗ Example only · Fictional demonstration figures
One trusted source of business answers

Stop asking AI to guess what your business numbers mean.

AI can recognize what someone is asking. Your organization should define how the answer is calculated. Toolstrata separates those responsibilities.

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Calculated, not invented

Approved logic executes against your data sources. The model doesn't write new SQL or calculate certified results at runtime.

✓

Certified and traceable

Every approved answer can carry its question version, source, execution time and verification record.

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Reusable across the organization

Give authorized employees, applications and agents access to the same governed business definitions.

How Toolstrata works

From scattered data to an approved answer service.

Build certified business questions once, then make them available to every authorized AI workflow.

01

Connect

Link databases, warehouses, files and supported data sources through governed connections.

02

Build

Discover tables and relationships. Generate or manually author business questions.

03

Certify

Test the logic, review business definitions and approve what can be executed.

04

Deploy

Publish approved questions to authorized agents, applications and employees.

✓ An approved question existsExecute the certified logic and return the actual result with its receipt.
↻ An answer isn't availableSuggest supported alternatives and capture the missing question for development and human approval.
Enterprise Knowledge Intelligence

See what your organization needs to know.

Every employee question is a signal. Toolstrata identifies recurring themes, measures which needs are served by certified answers and reveals where knowledge is missing, across all authorized agents.

✓Understand demand. Identify the business topics teams ask about most.
✓Find knowledge gaps. Group unanswered requests and prioritize the most common.
✓Expand institutional knowledge. Turn high-value gaps into reviewed, certified questions.
✓Measure coverage. Track successful certified answers and improvements over time.
Knowledge IntelligenceLast 30 days ▾
Questions asked18,420↗ 12% trend
Certified coverage91.4%↗ 4.2 pts
Unique gaps12638 prioritized

Top enterprise knowledge themes

Financial performance
34%
Customer health
25%
Operations
19%
Risk & compliance
12%

Frequently requested knowledge gaps

Customer retention by segmentBuild question →
Quarterly forecast variance driversBuild question →
Regional operational efficiencyBuild question →

Illustrative interface and metrics, not actual customer data.

The platform

Everything needed to build and govern enterprise answers.

A visual workspace for the entire question lifecycle—not a collection of custom scripts that each agent must maintain.

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Data Explorer

Discover sources, tables, columns and relationships in a visual interface.

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Question Builder

Generate, edit, test and approve business questions with versioned execution logic.

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Flow Explorer

Visualize how agents connect to certified questions and their underlying sources.

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Agent Management

Publish reusable tools and scope what each agent is authorized to execute.

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Knowledge Intelligence

Analyze enterprise question themes, answer coverage and missing knowledge.

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Certification & Audit

Trace approved definitions, execution history, timestamps and result receipts.

Horizontal by design

One platform. Every business function.

The approved-question model applies wherever people need reliable answers from enterprise data, not just one industry or application.

Finance

Revenue, margins, variance analysis and financial reporting.

Risk & compliance

Approved exposure, policy and regulatory reporting metrics.

Healthcare operations

Capacity, utilization, staffing and operating performance.

Sales & customer teams

Pipeline, retention, account health and forecasts.

Operations & supply chain

Costs, inventory, throughput and service-level reporting.

Enterprise AI teams

Shared certified tools for assistants, agents and internal applications.

Fits your existing stack

Connect existing data. Deliver through your AI.

Keep enterprise data systems and AI interfaces in place. Toolstrata adds the governed question-and-answer layer between them.

Data sources

SnowflakePostgreSQLBigQueryDatabricksAmazon S3Google Cloud StorageExcel / CSVPDF

Agent and application interfaces

MCPClaudeChatGPTSalesforce AgentforceCopilot StudioCustom Agents / API

Built to solve a real business problem.

Toolstrata originated inside Alargo AI, where reliable AI access to complex proprietary business data required more than a chatbot. That same certified-answer infrastructure is now available as an industry-independent platform for enterprise teams.

Our origin at Alargo ↗
Bring trusted answers to enterprise AI

Build approved answers once. Make them useful everywhere.

Explore how Toolstrata can connect your business data, certify your critical questions and expand your organization's knowledge.