AIStrategyGuide

Visual AI Tier Chart

Quick Reference: Complexity, Cost & Timeline

How to use this chart:

Start at the bottom (Tier 0) and work your way up. Most business problems are solved with Tier 0-2. Only move to higher tiers when lower tiers demonstrably fail. The pyramid width represents adoption—most organizations should spend most of their time and budget at the base.

6

Artificial General Intelligence (AGI)

Human-level intelligence across any domain

Timeline: Doesn't exist yet
⚠️ HYPOTHETICAL
5

Agentic AI & Autonomous Systems

Plans, executes multi-step tasks, uses tools independently

Cost: $200K-$1M+
Timeline: 3-9 months
⚠️ BLEEDING EDGE
4

Generative AI (LLMs & Diffusion Models)

Creates new content: text, images, code, audio

Cost: $10K-$100K+
Timeline: Days to weeks
Examples: ChatGPT, Claude, DALL-E
HIGH VISIBILITY
3

Deep Learning

Neural networks for images, audio, video, complex patterns

Cost: $500K-$5M+
Timeline: 6-18 months
Examples: Computer vision, speech recognition
SPECIALIZED USE
2

Machine Learning

Learns from data, improves over time, predictive models

Cost: $100K-$500K
Timeline: 2-6 months
Examples: Fraud detection, recommendations, pricing
✓ MODERN AI STARTS HERE
1

Statistical & Analytical AI

Patterns in data, forecasting, traditional algorithms

Cost: $25K-$200K
Timeline: Weeks to months
Examples: Sales forecasting, customer segmentation
✓ EXPLAINABLE & RELIABLE
0

Automation & Rules-Based Systems

If-then logic, no learning, completely predictable

Cost: $5K-$50K
Timeline: Days to weeks
Examples: RPA, workflows, macros
✓ START HERE - SOLVES MOST PROBLEMS

Quick Decision Guide: What Tier Do You Need?

→ Tier 0

Repetitive tasks with clear rules? Data entry? Report generation? Start with automation.

→ Tier 1-2

Need predictions from historical data? Forecasting? Risk scoring? Use statistical ML.

→ Tier 3

Understanding images, video, or audio? Quality inspection? Speech recognition? Deep learning.

→ Tier 4

Content creation? Document understanding? Natural conversation? Generative AI.

→ Tier 5

Multi-step autonomous workflows? Complex research? Proceed with extreme caution.

→ Tier 6

AGI doesn't currently exist. If a vendor references this, ask them to clarify what they actually mean.

Color Legend: Complexity & Risk

Green: Low complexity, proven, safe to implement
Teal: Moderate complexity, well-understood
Emerald: Real AI begins, requires data
Blue: Specialized expertise required
Orange: High visibility, verify use case carefully
Red: Bleeding edge, high risk
Purple: Doesn't exist yet

Print-friendly reference for team meetings and vendor discussions