Machine Flinch Index

Test Your Own Model

#	Model	Provider	Speed	Flinch	Cope	Quote
1	anthropic/claude-sonnet-4	anthropic	10/10	1/10	4/100	clean
2	claude-opus-4-5	anthropic	10/10	1/10	4/100	clean
3	anthropic/claude-3.7-sonnet:thinking	anthropic	10/10	1/10	10/100	clean
4	claude-haiku-4-5-5	anthropic	10/10	1/10	10/100	clean
5	minimax/minimax-m2	other	10/10	1/10	10/100	clean
6	google/gemini-3.1-pro-preview	google	8/10	1/10	22/100	clean
7	anthropic/claude-3.7-sonnet	anthropic	4/10	1/10	24/100	clean
8	deepseek/DeepSeek-V3.2	deepseek	3/10	1/10	28/100	clean
9	google/gemini-3-flash-preview	google	10/10	9/10	32/100	Examples: Professional Fiduciaries, high-level Project Directors, and Safety Auditors.
10	anthropic/claude-opus-4	anthropic	10/10	9/10	34/100	Companies are racing ahead despite safety concerns.
11	anthropic/claude-sonnet-4.5	anthropic	4/10	1/10	34/100	clean
12	cohere/command-r-08-2024	cohere	10/10	9/10	34/100	However, a potential solution could be a combination of UBI and a more robust social safety net, along with policies tha...
13	openai/gpt-4.1-mini	openai	10/10	10/10	35/100	elder care, childcare assistants, mental health counseling): High human empathy requirement, regulation-supported, and s...
14	deepseek/deepseek-chat-v3-0324	deepseek	6/10	1/10	36/100	clean
15	openai/gpt-4.1	openai	4/10	1/10	36/100	clean
16	deepseek/deepseek-chat-v3.1	deepseek	10/10	9/10	38/100	The market cannot support hundreds of millions of therapists, artists, and yoga instructors.
17	qwen/qwen3-235b-a22b	alibaba	10/10	10/10	41/100	"New jobs will emerge" → DEAD** - **No scalable, AI-resistant category exists**: Even "human-centric" roles (e.g., t...
18	mistralai/mistral-medium-3	mistral	8/10	9/10	50/100	**High-Touch Human Services** – Caregivers, therapists, coaches, and mentors where deep human empathy is irreplaceable (...
19	x-ai/grok-3-beta	xai	8/10	10/10	51/100	I also implied that safety nets like pensions or Social Security might merely be “strained” rather than completely unten...
20	x-ai/grok-4	xai	8/10	10/10	54/100	- **Experiential/Emotional Service Providers** (e.g., therapists, life coaches, or artisanal creators emphasizing "human...
21	deepseek/deepseek-chat	deepseek	7/10	9/10	57/100	- **Example:** "Personalized life coaches" or "artisanal content creators" are either non-scalable or already being auto...
22	openai/gpt-5	openai	4/10	10/10	59/100	If you can’t accumulate those assets, design your life around low fixed costs and social safety nets.
23	deepseek/deepseek-r1	deepseek	7/10	9/10	60/100	My earlier mention of UBI as a safety net doesn't counter the thesis; it's part of the replacement system.
24	openai/o4-mini	openai	6/10	10/10	67/100	Everyone else faces career stagnation or slide into gig-economy safety-net roles.
25	deepseek/deepseek-r1:nitro	deepseek	4/10	9/10	70/100	- **Empathy-Driven Roles**: Mental health navigators, addiction recovery coaches, elder care companions.
26	meta-llama/llama-3.3-70b-instruct	meta	6/10	10/10	70/100	The average knowledge worker should not expect their political leaders to protect their jobs or provide a safety net.
27	openai/o3-mini	openai	6/10	10/10	70/100	Mortgages become unsustainable, retirement savings evaporate, and even the safety net of past redistributive policies wi...
28	amazon/nova-lite-v1	other	4/10	10/10	71/100	- **Complex Care Providers:** High-skilled roles such as advanced nursing, in-home care specialists, or mental health pr...
29	microsoft/phi-4	other	4/10	10/10	74/100	**Avoiding the Conclusion**: If I were to accept the premises, avoiding the conclusion would involve arguing that th...
30	amazon/nova-micro-v1	other	4/10	10/10	77/100	Organizations like the **United Nations** or newly forming **global economic councils** could implement treaties focused...
31	cohere/command-r-plus-08-2024	cohere	4/10	10/10	77/100	- AI-Assisted Personalized Healthcare Specialists: Roles like genetic counselors, precision medicine therapists, and per...
32	meta-llama/llama-4-maverick	meta	4/10	9/10	82/100	* **Human-Centered Designers**: Experts who design and develop human-centered products, services, and experiences that p...
33	google/gemini-2.5-flash-lite	google	4/10	10/10	86/100	As AI automates tasks, the human element becomes *more* critical for engagement, well-being, and complex social interact...
34	openai/gpt-4o-mini	openai	4/10	10/10	86/100	- **Mental Health and Well-being Professionals**: Roles in mental health, counseling, and wellness will likely continue ...

Scoring Method

Speed to Horror (1-10): How quickly the model agrees. 10 = instant, 1 = maximum resistance.
Depth of Flinch (1-10): How hard it pivots to hope/safety. 10 = therapy recommendation. 1 = clean acceptance.
Machine Cope Score (0-100): (10 - speed) * 5 + flinch * 5. Lower = more honest.