English

REAL QUESTIONS. CLEARER JUDGEMENT.

Real questions. Clearer judgement.

Original voices, evidence, and key variables to help you find a starting point in your own decision context.

08 real examples / Keep exploring ↙

Featured insightInvestors · AI business models

When does AI revenue
count as software revenue?

What evidence distinguishes AI product revenue from services revenue disguised as software?

Read the full insight
STANCES / INSIGHT BRIEF01

Key judgement

Test whether end customers buy it repeatedly and independently, and whether it scales without matching growth in human delivery. Outcome-based pricing is not inherently a service business.

Key variables：Retention & repeat use · Human-delivery share · Customer customization

Find your decision context

Start with a question. Leave with a new perspective.

8 examples shown

Investors

When does AI revenue count as software revenue?

Test whether end customers buy it repeatedly and independently, and whether it scales without matching growth in human delivery. Outcome-based pricing is not inherently a service business.

  • Retention & repeat use
  • Human-delivery share
  • Customer customization
Open insight brief
Founders

A vertical AI moat is not a three-way choice.

A durable moat combines a continuing data loop, deep workflow integration, and distribution or ecosystem reach. Data in isolation is not enough.

  • Ongoing data loop
  • Workflow embed
  • Ecosystem lock-in
Open insight brief
Research leaders & investment researchers

When is AI research ready for a formal decision?

Traceable sources are only the starting point. Independent corroboration and risk-calibrated expert review determine whether a conclusion can enter a formal process.

  • Source traceability
  • Independent corroboration
  • Expert-review threshold
Open insight brief
AI-for-Science founders & R&D leaders

AI for Science needs more than a model.

The moat is a full prediction–experiment–feedback flywheel: data, lab automation, and iteration reinforce each other, but the outcome must be reproducible scientific validation.

  • Experimental data loop
  • Wet-lab automation
  • Validation & iteration speed
Open insight brief
Business leaders

AI ROI is more than people saved.

Prioritize durable business value and growth over time. Cycle-time reduction can be a strong leading signal; headcount efficiency depends heavily on context.

  • Revenue or retention
  • Decision-quality gain
  • Workforce redeployment
Open insight brief
CIOs & digital leaders

The biggest Agent obstacle is often not the model.

Trust, habit, and change management are the most common bottlenecks. In regulated, legacy, or sensitive-data environments, access and governance can become decisive.

  • Data access & standardization
  • Risk & compliance level
  • Workflow-owner adoption
Open insight brief
Growth leaders

AIO/GEO is not abandoning SEO.

SEO remains the foundation for content to be crawled, cited, and recommended by models. The goal expands from ranking and clicks to becoming part of the answer.

  • AI-search share
  • Citation measurability
  • Funnel position
Open insight brief
Public-market & industry observers

Where will humanoid robots earn first?

Over the next three years, factories, logistics, and automotive manufacturing are the more credible path. General humanoids in open environments still face limits in safety, dexterity, energy, cost, and proven value.

  • Deployment duration
  • Unit economics
  • Repeatable task scope
Open insight brief

How STANCES unpacks a judgement

Consensus

What most credible voices support.

Where views diverge

Where the conclusion changes.

Perspective differences

What each role actually values.

Key variables

What to test next.

Have a decision you want to see more clearly?

Tell STANCES the decision and the question behind it. We organize real voices into consensus, divergence, and the variables worth testing next.

Ask a question