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VECTOR WIREAI INTELLIGENCE
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Inkling vs Qwen3.8 2.4T A95B

Thinking Machines · released

Wins 0 of 5 areas

—

Alibaba · released

Wins 4 of 5 areas

Coding · Agents · Reasoning · Long documents

Qwen3.8 2.4T A95B is the stronger all-rounder.Inkling is cheaper.

Scores updated · 16 tests both models report · How we compare

Where each one wins

Tests won in each of the five areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.

Long documents rests on a single test.

What it costs

Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.

Inkling$1.00 to read · $4.05 to write$5.05Price from Artificial Analysis
Qwen3.8 2.4T A95B$2.00 to read · $6.00 to write$8.00Price from Artificial Analysis

Inkling costs 37% less for the same work.

The biggest differences

The tests each model wins by the widest margin, up to three each. Scores are out of 100.

Where Qwen3.8 2.4T A95B pulls ahead

  • Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+28.5points aheadQwen3.8 2.4T A95B60.8Inkling32.3
  • Command-line tasks in a real terminalTerminal-Bench 2.1+26.9points aheadQwen3.8 2.4T A95B82Inkling55.1
  • Real work tasks from 44 professionsGDPVal+26.8points aheadQwen3.8 2.4T A95B55.6Inkling28.8

Where Inkling pulls ahead

Every test, side by side

All 16 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingQwen3.8 2.4T A95B

Full coding ranking

AgentsQwen3.8 2.4T A95B
  • GDPValQwen3.8 2.4T A95B by 26.828.855.6+26.8
  • τ-Bench V3 · BankingQwen3.8 2.4T A95B by 2029.149.1+20
  • Terminal-Bench 4.0Qwen3.8 2.4T A95B by 10.1111.1+10.1

Full agents ranking

ReasoningQwen3.8 2.4T A95B

Full reasoning ranking

FactsEven

Full facts ranking

Long documentsQwen3.8 2.4T A95B
  • AA-LCRQwen3.8 2.4T A95B by 377.380.3+3

Full long documents ranking

Other results4 tests, not counted

Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.

Questions people ask

Which is better, Inkling or Qwen3.8 2.4T A95B?

Qwen3.8 2.4T A95B wins four of the five areas where both have results: coding, agents, reasoning and long documents. Inkling wins none, but costs 37% less. They are level on facts.

Which is better for coding?

Qwen3.8 2.4T A95B. It wins 2 of the 2 coding tests both models report; Inkling wins none.

Which is cheaper?

Inkling costs $1.00 per million input tokens and $4.05 per million output tokens; Qwen3.8 2.4T A95B costs $2.00 and $6.00. That makes Inkling about 37% cheaper for the same work.

How do you compare the two?

We use the 16 benchmark tests both models have published scores on. The verdict counts the 12 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 4 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.