Reasoning Engine

Conducting research…

Step 1 / 5
  1. Discovering sources
    Identified 6 candidate sources across 2 publication types.
  2. Analyzing sources
    Extracted atomic claims; scored credibility, recency, and bias on each.
  3. Cross-referencing
    Detected contradictions and reconciled overlapping claims.
  4. Synthesizing findings
    Compressed claim graph into structural themes and a working thesis.
  5. Generating intelligence
    Drafted executive brief, evidence map, risks, and recommendations.

Research Telemetry

live · demo
Reasoning
85/100
Confidence
88/100
Evidence
90/100
Depth
80/100
Diversity
84/100

Synthesized Answer

Identify failure modes in your pilots

Top pilot failure modes: no clear success metric (35% of failures), eval debt (25%), integration neglect (15%), change-management gap (15%), security/compliance veto late in cycle (10%). 70% of pilots fail to scale — almost always for diagnosable reasons.

Key Points

  • 70% of pilots fail to scale — almost always diagnosable
  • No metric (35%), eval debt (25%), integration neglect (15%)
  • Late security/compliance veto is the most expensive failure mode
  • Successful pilots ship five things consistently
  • Diagnose past failures before launching new pilots

Knowledge Graph

10 nodes · 10 edges
topicconceptcompanyentity
GenAI in enterpriseProduction adoptionROI measurementDeveloper productivityCustomer supportRAG architectureHyperscalersMicrosoft CopilotSalesforce AgentforceCFO scrutiny

Auto-generated Insights

Trend

Enterprise GenAI has moved from pilot to production at scale.

Finding

ROI is bimodal — developer productivity and support deliver, most else struggles to attribute.

Signal

Hyperscaler clouds and platform SaaS capture 73% of enterprise GenAI spend.

Contradiction

Pilots-to-production conversion 60%; CFO budgets imply tighter capital allocation in 2026.

Structured Data

Extracted from sources

Fortune 500 with GenAI in production

78%

44pp YoY

McKinsey 2026

Enterprise GenAI direct spend

$52B

86% YoY

2026 estimate

Developer productivity gain

+26%

task completion

GitHub Copilot study

Pilot-to-production conversion

60%

12pp YoY

blended

Sources6 ranked

Sorted by relevance
M
mckinsey.com·this week
Report

State of GenAI in Enterprise — 2026 Outlook

78% of Fortune 500 firms have at least one GenAI workload in production, up from 34% a year earlier. ROI is concentrated in software engineering and customer operations.

Cred
94
Auth
92
Fresh
95
Rel
88
●Center
Strongevidence
G
gartner.com·this week
Report

Gartner Hype Cycle for Generative AI 2026

GenAI exits the 'trough of disillusionment' on developer productivity and customer service; remains in trough for autonomous agents and creative content.

Cred
91
Auth
93
Fresh
90
Rel
88
●Center
Strongevidence
G
github.blog·this week
Article

GitHub Copilot Enterprise Productivity Study

Developers using Copilot complete coding tasks 26% faster on average; effect concentrated in junior and mid-level engineers.

Cred
88
Auth
85
Fresh
92
Rel
88
●Center
Strongevidence
F
forrester.com·this week
Report

Customer Service AI: ROI Benchmark 2026

AI-powered customer support drives 30–50% case-deflection rates with high CSAT preservation; ROI payback is 6–9 months for typical deployments.

Cred
92
Auth
90
Fresh
93
Rel
88
●Center
Strongevidence
H
hbr.org·this week
Article

Why 40% of GenAI Pilots Fail

Top failure modes: poor data quality (42%), unclear success metrics (38%), integration complexity (31%), security/compliance gates (26%).

Cred
90
Auth
85
Fresh
91
Rel
88
●Center
Strongevidence
D
deloitte.com·this week
Report

CFO Survey: AI Spend Scrutiny 2026

Among 500 CFOs, 64% report increased scrutiny of AI ROI in 2026 budgets; 28% report explicit AI-spend reductions year-over-year.

Cred
93
Auth
91
Fresh
94
Rel
88
●Center
Strongevidence

Refine your research

Map ROI by function with hurdle ratesBuild hyperscaler procurement strategyIdentify failure modes in your pilotsProject 2026 enterprise spend dynamicsCompare Copilot vs Agentforce vs direct APIGenerate executive summary

Demo mode · All sources, insights, and data are mock-generated for illustration.