Ling 3.1 Flash

inclusionai/ling-3.1-flash

inclusionAI (Ant Group)· 2026-09-29· 262K ctx

API onlytool callreasoningstructured quant: unknown

spread (output, p90 ÷ p10)

— too few providers

$0.900 – $0.900 · 1 providers · max÷min 1.0×

1 provider priced · 1 offering

Including routers & resellers

Cheapest / median / spread use providers that serve the model on their own capacity: first-party lab, hyperscaler, inference host.

Provider classes in the stats:

Blended $/M assumptionsInput : output: 1Cache-hit share of input%

blended = 90.9% input × [(1 − 70% cache) × input + 70% cache × cache-read] + 9.1% × output + cache writes (30% of uncached input) where a write price is published

A provider that publishes no cache price is blended with cache share 0 (all input at the input price) and labelled “no cache price published” — never penalised against identical in/out prices.

Provider	Input	Output	Cache rd	Blended
NanoGPT router / aggregator	$0.0750	$0.220	$0.0150	$0.0500
OpenRouter router / aggregator	$0.0750	$0.225	$0.0150	$0.0505
Novita AI inference host	$0.300	$0.900	$0.0600	$0.202
Kilo Gateway router / aggregator	$0.300	$0.900	$0.0600	$0.202
Vercel AI Gateway router / aggregator	$0.300	$0.900	$0.0600	$0.202

Subscription plans (flat fee, not per-token) · 1

Flat-fee plan — the per-token price is bundled into a subscription, so $0/token is not free. Excluded from cheapest, median and spread.

DevPass (LLM Gateway) ling-3.1-flashsubscription plan

Free tiers (rate-limited) · 1

No payment required; rate limits and quotas apply (not tracked yet). Excluded from cheapest, median and spread.

CommandCode inclusionai/ling-3.1-flash:freefree tier

Unpriced · 2

Listed at $0 with no published pricing — we can't tell whether it's free, bundled or just missing. Excluded from cheapest, median and spread.

OpenCode ling-3.1-flash-freeunpriced
LLM Gateway novita/ling-3.1-flashunpriced

Connect

Provider (default: cheapest output among direct providers)

$0.900 /M · inference host

opencode.json

{
  "provider": {
    "novita-ai": {
      "npm": "@ai-sdk/openai-compatible",
      "options": {
        "baseURL": "https://api.novita.ai/openai"
      },
      "models": {
        "inclusionai/ling-3.1-flash": {}
      }
    }
  }
}

Set NOVITA_API_KEY in your environment. Generated — verify against the OpenCode docs.

Not enough history yet — the min/median/max sparkline fills in as the daily snapshot accumulates.

Data: models.dev (MIT), snapshot 2026-10-17. Prices are vendor-published; verify before purchase. Methodology.