API cost decision in 10 seconds

NewPerceptron Mk1 vs NewLaguna XS.2 (free)

Pick Laguna XS.2 (free) when budget and context both matter.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Laguna XS.2 (free) when budget and context both matter.

On the standard 1M input plus 500K output workload, Laguna XS.2 (free) is estimated at $0 vs $0.9 for Perceptron Mk1, saving $0.9 (100% lower).

Cost-first pickLaguna XS.2 (free)
Context-first pickLaguna XS.2 (free)
Sample savings$0.9100%
10x traffic gap$9

Laguna XS.2 (free) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $9. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Laguna XS.2 (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickPerceptron Mk1Laguna XS.2 (free)
Input-heavy / RAG5M input + 500K outputLaguna XS.2 (free)$1.5$0
Balanced workload1M input + 1M outputLaguna XS.2 (free)$1.65$0
Output-heavy chatbot1M input + 5M outputLaguna XS.2 (free)$7.65$0
Cheaper input Laguna XS.2 (free) $0.15 vs $0 / 1M

Laguna XS.2 (free) is free for input tokens while Perceptron Mk1 costs $0.15 per 1M tokens.

Cheaper output Laguna XS.2 (free) $1.5 vs $0 / 1M

Laguna XS.2 (free) is free for output tokens while Perceptron Mk1 costs $1.5 per 1M tokens.

Larger context Laguna XS.2 (free) 32.77K vs 131.07K

Laguna XS.2 (free) has 98.3K more context (4x larger).

Sample workload Laguna XS.2 (free) $0.9 vs $0

Laguna XS.2 (free) is free for the standard workload while the other model is estimated at $0.9.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Perceptron Mk1 Calculating… Estimated API cost
Laguna XS.2 (free) Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Laguna XS.2 (free) has the lower input price; Laguna XS.2 (free) has the lower output price; Laguna XS.2 (free) offers the larger context window. For the 1M input plus 500K output sample, Laguna XS.2 (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.9 for Perceptron Mk1 and $0 for Laguna XS.2 (free).

Best Fit

Choose Perceptron Mk1 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Laguna XS.2 (free) when you care most about lower input-token price, lower output-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Laguna XS.2 (free) is estimated at $0 vs $0.9 for Perceptron Mk1, saving $0.9 (100% lower).
  • Laguna XS.2 (free) is free for the standard workload while the other model is estimated at $0.9.
  • Laguna XS.2 (free) is free for input tokens while Perceptron Mk1 costs $0.15 per 1M tokens.
  • Laguna XS.2 (free) is free for output tokens while Perceptron Mk1 costs $1.5 per 1M tokens.
  • Laguna XS.2 (free) has 98.3K more context (4x larger).
Head-to-Head Specs
FeatureNewPerceptron Mk1
(Perceptron)
NewLaguna XS.2 (free)
(Poolside)
Input Price
prompt tokens per 1M
$0.15$0
Completion Price
per 1M tokens
$1.5$0
Sample Workload Cost
1M input + 500K output
$0.9$0
Context Window32.77K131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLaguna XS.2 (free)On the standard 1M input plus 500K output workload, Laguna XS.2 (free) is estimated at $0 vs $0.9 for Perceptron Mk1, saving $0.9 (100% lower).
High-volume input processingLaguna XS.2 (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLaguna XS.2 (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workLaguna XS.2 (free)A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • No lower-cost same-provider swap is currently tracked for this pair.
Larger context near this budget
Popular competitors
  • No popular competitor is currently available.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Perceptron catalog

Review all tracked Perceptron models before deciding whether this matchup is the right shortlist.

Open Perceptron models

Poolside catalog

Check other Poolside models with comparable pricing, context, or release timing.

Open Poolside models
Perceptron Mk1

Perceptron Mk1 (Mark One) is Perceptron's highest-quality vision-language model for video and embodied reasoning.** It accepts image and video inputs paired with natural language queries, and produces detailed visual understanding...

Laguna XS.2 (free)

Laguna XS.2 is the second-generation model in the XS size class from [Poolside](https://poolside.ai), their efficient coding agent series. It combines tool calling and reasoning capabilities with a compact footprint, offering...