AI Model Intelligence

Best AI models · 2026-09-28

Best AI Models for JSON Output and Structured Data

Models with explicit structured output / JSON mode + tool calling support.

How we picked these

  • We give 50 points for explicit structured output / JSON mode support.
  • Tool calling adds 20 points (often paired with JSON in real systems).
  • Cheap models get a small bonus — JSON workloads tend to be high-volume.

Top 10 picks

$0.435 in / $0.870 out

  • Context: 1M
  • Providers: 72
  • Tool calling
  • Structured output
  • Reasoning
  • Open weights
2GLM-5.3-FlashZ.AI / Zhipu

$0.150 in / $0.500 out

  • Context: 1M
  • Providers: 71
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights

$0.150 in / $0.600 out

  • Context: 1M
  • Providers: 70
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights
4Kimi K2.6Moonshot AI

$0.950 in / $4.00 out

  • Context: 262K
  • Providers: 69
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights

$0.140 in / $0.280 out

  • Context: 1.05M
  • Providers: 53
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights
6Kimi K2.5Moonshot AI

$0.300 in / $1.90 out

  • Context: 262K
  • Providers: 50
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights

$0.030 in / $0.170 out

  • Context: 131K
  • Providers: 48
  • Tool calling
  • Structured output
  • Reasoning
  • Open weights

$0.035 in / $0.070 out

  • Context: 1.31M
  • Providers: 47
  • Tool calling
  • Structured output
  • Reasoning
  • Open weights

$0.100 in / $0.250 out

  • Context: 262K
  • Providers: 39
  • Tool calling
  • Structured output
  • Reasoning
  • Vision
  • Open weights

$0.350 in / $0.800 out

  • Context: 1.05M
  • Providers: 39
  • Tool calling
  • Structured output
  • Reasoning
  • Open weights

Recommended stack by tier

Same shortlist sliced four ways — pick the tier that matches your budget and constraints.

Budget

DeepSeek
DeepSeek V4 Flash 0731
$0.035 in / $0.070 out · 1.31M ctx

Lowest total per-1M-token cost in this list ($0.11).

Lowest-cost option that still meets the use case. Pick this when you have high volume or strict unit-economics.

Balanced

DeepSeek
DeepSeek V4 Flash
$0.150 in / $0.600 out · 1M ctx

Median price ($0.75) — typically the safest default.

Good-enough quality at a mid-tier price. The default choice for most production apps.

Premium

Moonshot AI
Kimi K2.6
$0.950 in / $4.00 out · 262K ctx

Highest-priced pick in the list ($4.95) — usually the flagship.

Highest-capability model in this list. Pick when accuracy or reasoning matters more than cost.

Open-weight

No fit in this list

Open weights — self-host on your own GPUs, fine-tune on private data, run offline. Pricing here reflects the cheapest API host.

Frequently asked questions

Which AI model is the best for structured / JSON output in 2026?

Right now we put DeepSeek V4 Pro from DeepSeek at the top, primarily because it explicitly supports JSON-schema-constrained decoding, not just 'reply in JSON'. Rankings are recomputed from live model metadata — see "How we picked these" above for the exact rule.

What is the cheapest option in this list?

DeepSeek V4 Flash 0731 (DeepSeek) is the lowest-priced pick at $0.035 per 1M input tokens and $0.070 per 1M output tokens. Costs from other entries scale up from there.

How are these rankings generated?

Each pick comes from a programmatic rule defined in our use-case-rules config: a hard filter (e.g. tool calling required, context ≥ 100K) plus a numeric score combining capability, context window and price. We never hand-curate the order, but we do hand-curate the rule. Underlying model metadata is refreshed daily from a normalised canonical catalogue.

How often is this page updated?

The underlying model data is refreshed once per day, and the static page is rebuilt when the data changes. The 'Last updated' date below shows the most recent rebuild.

Last updated:

Prices in USD per 1M tokens. Unknown means the provider does not publish per-token pricing.

Pricing and capabilities are refreshed daily and reconciled against each provider's official documentation. Always verify critical production decisions with the provider directly.