What will you build?

Assign a task or ask anything...

Playbooks

ML Clever Platform

One generative BI platform for analysis, dashboards, reports, research, and presentations

Connect data and documents, ask questions in plain English, and ship decision-ready outputs without bouncing between tools.

From question to deliverable, end to end

Prompts turn into analysis, briefs, reports, and presentations with the visuals to match.

Analysis prompts

Ask follow-ups and get instant comparisons.

Revenue by region last quarter?
Revenue by RegionQ3
AMER
EMEA
APAC
LATAM

Report outlines

Auto-structure briefs before you write.

Brief Outline4 sections
1
Overview
2
Market
3
Competition
4
Risks

Research briefs

Summaries with citations baked in.

Q3 Earnings Reportsec.gov
Industry Analysismckinsey.com
Market Forecastbloomberg.com
Summary3 sources

Ask questions. Get structured answers.

Use plain English to explore your data and get charts, tables, and explanations instantly.

Save the best findings straight into dashboards or reports.

what were the best performing products

Best-performing products ranked by net revenue:

Quick insight: Business leads revenue at $40.3k, while Starter is unprofitable despite high volume — consider pricing review.

Dashboards generated from your data

Upload a spreadsheet or connect your warehouse. ML Clever builds KPI layouts, charts, filters, and written insights automatically.

Share live dashboards with your team or embed them anywhere.

Product Launch Metrics
Q4 2024
User Growth
Monthly active users & sessions
Launch Target
Q4 adoption goal
AI Insights
What's driving the user growth spike in May?

The +34% spike in May correlates with your Product Hunt launch on May 12th.

Sessions grew 2.1x faster than users, indicating high engagement.

Ask about this data...

The full generative BI stack, in one workflow

Analyze, visualize, report, research, and present—without switching platforms.

AI Analysis

Ask questions in plain English and get charts, tables, and written explanations instantly.

AI Dashboards

Turn spreadsheets or warehouse data into KPI dashboards with filters and live insights.

AI Reports

Generate structured reports with evidence, summaries, and recommendations.

AI Research

Scan sources, compare competitors, and turn research into clear briefs.

AI Presentations

Create decks with live research, citations, and speaker notes in minutes.

AI Chat

Ask follow-ups, explore data, and turn answers into reports or slides.

Decision-ready reports in minutes

Give the goal and context. AI drafts structured reports with evidence, summaries, and recommendations.

Regenerate sections fast and keep everything aligned.

MARKET INSIGHTQ4 2025

The New Era of
Cloud Infrastructure

How hyperscale data centers and AI are reshaping enterprise technology investments

Data center

Inside a hyperscale facility in Northern Virginia — the world's largest data center market

The landscape of enterprise technology is undergoing a fundamental transformation. As artificial intelligence workloads demand unprecedented computational resources, service providers are racing to expand their infrastructure at a pace never before witnessed in the industry.

According to recent analysis, cloud infrastructure spending exceeded $280 billion globally in 2025, representing a 24% increase from the previous year. This surge is primarily attributed to the proliferation of generative AI applications across virtually every sector.

"We're witnessing a once-in-a-generation shift in how enterprises approach their technology stack," notes the report. The implications extend far beyond mere capacity expansion—they signal a fundamental reimagining of business operations.

Key players including AWS, Microsoft Azure, and Google Cloud have announced combined capital expenditures exceeding $150 billion for the coming fiscal year, with the majority allocated to AI-optimized infrastructure.

"The next five years will see more infrastructure investment than the previous two decades combined."
ML CLEVER01
RESEARCH BRIEFRB—2025—047

ARTIFICIAL
INTELLIGENCE
& MARKET
DYNAMICS

SECTORTechnology
REGIONGlobal
DATE12.2025
AI visualization
01
KEY FINDINGS
  • Enterprise AI adoption accelerated 340% in 2025
  • Neural network efficiency gains reduced compute costs 60%
  • Regulatory frameworks emerging across 47 jurisdictions
ABSTRACT

This report examines the transformative impact of artificial intelligence on global markets, analyzing adoption patterns, infrastructure requirements, and emerging regulatory considerations. Our research indicates a fundamental shift in how enterprises approach technological investment, with AI capabilities becoming central to competitive strategy across all sectors.

$2.4TProjected market size by 2030
340%YoY enterprise adoption growth
47New regulatory frameworks
METHODOLOGY

Analysis based on proprietary data from 2,400+ enterprise deployments, regulatory filings across major jurisdictions, and interviews with 150 industry executives.

OUTLOOK

We expect continued acceleration through 2027, with particular growth in healthcare, financial services, and manufacturing sectors as regulatory clarity improves.

CLASSIFICATIONPUBLIC
01/12

Segmentation & Breakdown

Where outcomes concentrate across segments

In 2025, logistics industry benchmarks for Service Level Agreements (SLAs) highlighted the importance of measurable outcomes, operational goals, and service continuity. Key players such as Salesforce focus on extending services beyond basic support, emphasizing trust and performance. Additionally, the rapid expansion of cloud infrastructure has necessitated rigorous SLA compliance among service providers.

Salesforce SLA Metrics

Salesforce emphasizes extending managed services beyond basic support, focusing on trust and performance.

Source: Cloud Consultings

Postal Service Benchmarks

2025/2026 postal service standards act as primary benchmarks for service performance.

Source: PostalPro

Cloud Service Health

Service health and continuity are vital, with expected interruptions from third-party providers being a key focus.

Source: Microsoft Learn

Cloud Provider Growth

Cloud providers have grown rapidly, driven by data center expansion and AI infrastructure needs.

Source: Network Performance Monitoring Market
Market Share %
SLA Compliance %
100806040200
Bar
Salesforce
Postal Service
Microsoft
Cloud Providers

2025 Market Share and Performance of Telecom SLA Benchmarks

Segment Summary

SegmentDominant driverPriority
Cloud Service ProvidersExpansion of hyperscale data centers and AI infrastructure leading to increased demand.High
9

Research briefs with sources baked in

Scan the landscape, compare competitors, and synthesize findings into clear briefs you can share.

Refresh research as the market changes without rebuilding your docs.

What's the market size for AI analytics?

Discovering Sources

Scanning financial databases...

Google Finance
finance.google.com
Yahoo Finance
finance.yahoo.com
SEC
SEC EDGAR
sec.gov/edgar
Reuters
reuters.com

Extracting Insights

Cross-referencing data points...

Market Size
$28.4B+12.3% YoY
CAGR 2024-2028
23.2%+2.1% YoY
Leader Share
34%-1.8% YoY

Analysis Complete

Synthesized from 4 sources • 8.2k documents

2.3s
4 sources
SEC

From prompt to polished deck

Generate slides with live research, citations, and speaker notes. Apply brand rules automatically and export to PowerPoint or PDF.

What do you need?

+
Tools
Dashboard
Slides
Design
Image
Insights

Frequently asked questions

01

Is ML Clever a full BI platform?

Yes. ML Clever is a generative BI platform that covers analysis, dashboards, reports, research briefs, and presentations in one workflow.

What can it generate end-to-end?

Ask questions, explore data, draft reports, synthesize research, and turn it all into shareable decks—without switching tools.

02

How does ML Clever connect to my data?

Upload a CSV or Excel file, or connect your data warehouse. The platform builds KPIs, charts, filters, and written insights automatically.

Do I need SQL or BI experience?

No. You ask questions in plain English and the AI handles the analysis, chart selection, and layout.

03

Can I go from analysis to reports and presentations?

Yes. Save analysis to reports, pull in research, and generate presentation-ready decks with citations and speaker notes.

Can I add my own documents?

Yes. Upload briefs, reports, or notes and the AI will incorporate them into the narrative.

04

What export and sharing options are available?

Presentations export to PowerPoint or PDF, and dashboards can be shared as live links or embedded.

Can I use these in client deliverables?

Yes. Share links, download files, or embed dashboards in Notion, Confluence, or your own site.

05

How is my data secured?

SOC 2 compliant infrastructure with role-based access controls and full audit logging. Your documents, data, and presentations are encrypted at rest and in transit. We don't train on your data.

Can I restrict access by role or team?

Yes. Set role-based permissions to control who can edit vs. view and use expiring share links for external reviewers.

The generative BI platform for decision-ready work