Moondream lists 2 models and Tngtech 1. Tngtech is cheaper on a typical model ($0.50 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| Moondream | Tngtech | |
|---|---|---|
| Models listed | 2 | 1 |
| Models with published pricing | 2 | 1 |
| Typical price (median, 3:1 blend per 1M) | $0.85 | $0.50 |
| Cheapest paid model | Moondream: Moondream 3 Preview ($0.85) | TNG: DeepSeek R1T2 Chimera ($0.50) |
| Longest context | Moondream: Moondream 3 Preview (32K) | TNG: DeepSeek R1T2 Chimera (164K) |
| Free models | 0 | 0 |
| Newest model | Moondream: Moondream 3 Preview (2026-10-15) | TNG: DeepSeek R1T2 Chimera (2025-07-08) |
| Price changes in the last 90 days | 0 | 0 |
For each workload: the cheapest model from each provider that can actually do it (fits the context window; tool calling required for the agent), and its monthly cost at list price.
| Workload (per month) | Moondream | Tngtech |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $72.50 with Moondream: Moondream 3 Preview | $44.50 with TNG: DeepSeek R1T2 Chimera |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $61.00 with Moondream: Moondream 3 Preview | $47.00 with TNG: DeepSeek R1T2 Chimera |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context | no suitable model | $49.20 with TNG: DeepSeek R1T2 Chimera |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $39.00 with Moondream: Moondream 3 Preview | $30.60 with TNG: DeepSeek R1T2 Chimera |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | no suitable model | $16.10 with TNG: DeepSeek R1T2 Chimera |
| You need | Moondream | Tngtech |
|---|---|---|
| Any model | Moondream: Moondream 3 Preview ($0.85) | TNG: DeepSeek R1T2 Chimera ($0.50) |
| With tool calling | none listed | TNG: DeepSeek R1T2 Chimera ($0.50) |
| With image input | Moondream: Moondream 3 Preview ($0.85) | none listed |
| With reasoning mode | Moondream: Moondream 3 Preview ($0.85) | TNG: DeepSeek R1T2 Chimera ($0.50) |
| 128K+ context | none listed | TNG: DeepSeek R1T2 Chimera ($0.50) |
| 1M+ context | none listed | none listed |
| Model type | Moondream | Tngtech |
|---|---|---|
| text+image->text | 2 | 0 |
| text->text | 0 | 1 |
| Price per 1M (3:1 blend) | Moondream | Tngtech |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 0 | 0 |
| $0.50 – $3 | 2 | 1 |
| $3 – $10 | 0 | 0 |
| $10 and up | 0 | 0 |
Tngtech is cheaper on a typical model: a median of $0.50 per 1M tokens (3:1 input/output) against $0.85 for Moondream. The cheapest paid models are Moondream: Moondream 3 Preview at $0.85 and TNG: DeepSeek R1T2 Chimera at $0.50.
It depends on the job: Moondream offers the broader line-up (2 models vs 1), Tngtech the lower typical price, Tngtech the longest context (164K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Moondream: Moondream lists 2 models and Tngtech lists 1.
Tngtech: Moondream's longest is Moondream: Moondream 3 Preview at 32K tokens; Tngtech's is TNG: DeepSeek R1T2 Chimera at 164K.
Neither lists a free model; both are pay-per-token.
Moondream: 2 of 2 models accept images. Tngtech: 0 of 1.