Ling 3.0 Flash VL vs Ternary Bonsai 2 9B

Prices checked

Ling 3.0 Flash VL and Ternary Bonsai 2 9B split the 5 rounds this table counts: the maker's two prices, the cheapest price, the maker's blended price and context. The weighting you pick decides the rest.

InclusionAI

Ling 3.0 Flash VL

131k context · tool calling · reads images · open weights

$0.09/M tokens

OpenRouter's own price · 4.7¢ per 1,000 pages

Prism ML

Ternary Bonsai 2 9B

262k context · tool calling · reads images

$0.09/M tokens

OpenRouter's own price · 5.6¢ per 1,000 pages

Maker's price in (lower wins)

$0.06/M

$0.08/M

Maker's price out (lower wins)

$0.18/M

$0.13/M

Cheapest price (lower wins)

none below the maker

none below the maker

Maker's price, blended (lower wins)

$0.09/M

$0.09/M

Cost per 1,000 pages (lower wins)

4.7¢

5.6¢

Context

131k tokens

262k tokens

Open weights

yes

no

Tool calling

yes

yes

Structured output

yes

yes

Reads images

yes

yes

Reasoning

yes

yes

Released

10 Sept 2026

16 Oct 2026

Providers selling it

11

5

Price we measure against

OpenRouter

OpenRouter

Trains on your prompts (no is better)

no provider to check

no provider to check

Providers selling both · 4

  • NanoGPT$0.09 / $0.07
  • Kilo Gateway$0.09 / $0.09
  • Nous Portal$0.09 / $0.09
  • OpenRouter$0.09 / $0.09

Ling 3.0 Flash VL, then Ternary Bonsai 2 9B, per million tokens.

Go further

Add a third or fourth model, or change the weighting, in the tool.

Frequently asked

Which is cheaper, Ling 3.0 Flash VL or Ternary Bonsai 2 9B?
Ling 3.0 Flash VL, at $0.09 per million tokens against $0.09 for Ternary Bonsai 2 9B, blended 3 in : 1 out, read on 31 Oct 2026.
Where is each one cheapest?
Ling 3.0 Flash VL: nobody sells it below OpenRouter's own price with a stated reason, so $0.09 is the number to beat. Ternary Bonsai 2 9B: nobody sells it below OpenRouter's own price with a stated reason, so $0.09 is the number to beat.
Can I buy both from one provider?
Yes. 4 providers sell both: NanoGPT, Kilo Gateway, Nous Portal, OpenRouter. The cheapest of them for the two together is NanoGPT.
Which holds more context?
Ternary Bonsai 2 9B, at 262k tokens against 131k.

Prices exclude tax, read 31 Oct 2026 from each provider's own catalog. They are per M tokens, blended 3 in : 1 out, and a page is 600 tokens in and 60 out. Bars are scaled to the larger value in each row.

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