Spotonix vs Claude or ChatGPT

The brain is brilliant.
But it has no memory of your business.

Ask Claude or ChatGPT "what are our habitual buyers?" and it will guess. Ask it again tomorrow and it will guess differently. Spotonix doesn't replace the LLM. It gives the LLM something to reason over — your company's actual business knowledge.

See the Difference Read the Whitepaper

The Problem

LLMs are general-purpose.
Your business isn't.

No business memory

Claude or ChatGPT doesn't know that "habitual buyer" means $500+/quarter at your company. It guesses a definition every time — and forgets it between sessions.

No consistency

Ask the same question twice, get different answers. Different SQL, different assumptions, different numbers. You can't build trust on a system that contradicts itself.

No compounding

Every question starts from scratch. The 100th question is no easier than the 1st. Nothing is learned, nothing is saved, nothing compounds.

The Relationship

The brain + the memory.

Spotonix doesn't replace the LLM. It completes it.

Claude or ChatGPT Alone

Question

↓

LLM guesses definitions

↓

Generates SQL from scratch

↓

Maybe right. Maybe wrong.

↓

Forgets everything

LLM + Spotonix

Question

↓

✓ Spotonix discovers known definitions

↓

✓ LLM reasons over facts, not guesses

↓

✓ Composed answer, traceable to blocks

↓

✓ Knowledge saved permanently

Head to Head

Same question. Fundamentally different.

"Which stores are losing habitual buying customers?"

Capability	Claude or ChatGPT	Text-to-SQL Tools	Spotonix
Knows your metric definitions	✗	✗	✓
Same answer every time	✗	✗	✓
Shows reasoning before executing	Partial	✗	✓
Learns from each question	✗	✗	✓
Reuses existing analytical work	✗	✗	✓
Understands DAX / LookML natively	✗	✗	✓
Enterprise governance (SSO, RBAC, audit)	✗	Varies	✓

Think of it like GPS.

A Map

Shows every street. Doesn't know which ones you've driven. Doesn't remember last Tuesday's detour.

GPS

Knows your routes. Remembers the shortcuts. Every trip makes the next one faster.

Claude or ChatGPT is a map — brilliant, comprehensive, but it doesn't know your terrain. Spotonix is GPS with your route history. It knows the shortcuts, remembers the detours, and every question makes the next one faster.

The brain is brilliant. But it has no memory of your business.

LLMs are general-purpose.Your business isn't.