| Signal | Inflection 3 Productivity | Delta | SWE-1.5 |
|---|---|---|---|
Capabilities | 17 | -33 | |
Pricing | 10 | +10 | |
Context window size | 62 | +62 | |
Recency | 35 | -59 | |
Output Capacity | 50 | +30 | |
| Overall Result | 3 wins | of 5 | 2 wins |
4
days higher
1
days
25
days higher
Inflection
Windsurf
SWE-1.5 saves you $750.00/month
That's $9000.00/year compared to Inflection 3 Productivity at your current usage level of 100K calls/month.
| Metric | Inflection 3 Productivity | SWE-1.5 | Winner |
|---|---|---|---|
| Overall Score | 38 | 40 | SWE-1.5 |
| Rank | #304 | #301 | SWE-1.5 |
| Quality Rank | #304 | #301 | SWE-1.5 |
| Adoption Rank | #304 | #301 | SWE-1.5 |
| Parameters | -- | -- | -- |
| Context Window | 8K | -- | -- |
| Pricing | $2.50/$10.00/M | Free | -- |
| Signal Scores | |||
| Capabilities | 17 | 50 | SWE-1.5 |
| Pricing | 10 | 0 | Inflection 3 Productivity |
| Context window size | 62 | 0 | Inflection 3 Productivity |
| Recency | 35 | 94 | SWE-1.5 |
| Output Capacity | 50 | 20 | Inflection 3 Productivity |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Here's what the scores mean for these two models:
Scores 38/100 (rank #304), placing it in the top -4% of all 290 models tracked.
Scores 40/100 (rank #301), placing it in the top -3% of all 290 models tracked.
With only a 3-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Both models are priced similarly, so the decision comes down to quality and features rather than cost.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. SWE-1.5 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (8K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content
Inflection 3 Productivity and SWE-1.5 are extremely close in overall performance (only 2.5 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
Best for Quality
Inflection 3 Productivity
Marginally better benchmark scores; both are excellent
Best for Cost
SWE-1.5
100% lower pricing; better value at scale
Best for Reliability
Inflection 3 Productivity
Higher uptime and faster response speeds
Best for Prototyping
Inflection 3 Productivity
Stronger community support and better developer experience
Best for Production
Inflection 3 Productivity
Wider enterprise adoption and proven at scale
by Inflection
| Capability | Inflection 3 Productivity | SWE-1.5 |
|---|---|---|
| Vision (Image Input) | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
Inflection
Windsurf
SWE-1.5 saves you $16.50/month
That's 100% cheaper than Inflection 3 Productivity at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Inflection 3 Productivity | SWE-1.5 |
|---|---|---|
| Context Window | 8K | -- |
| Max Output Tokens | 1,024 | -- |
| Open Source | No | No |
| Created | Oct 11, 2024 | Sep 1, 2025 |
SWE-1.5 scores 40/100 (rank #301) compared to Inflection 3 Productivity's 38/100 (rank #304), giving it a 3-point advantage. SWE-1.5 is the stronger overall choice, though Inflection 3 Productivity may excel in specific areas like certain benchmarks.
Inflection 3 Productivity is ranked #304 and SWE-1.5 is ranked #301 out of 290+ AI models. Rankings use a composite score combining benchmark performance (90%) from MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations, with capabilities and context window as tiebreakers (10%). Scores update hourly.
SWE-1.5 is cheaper at $0.00/M output tokens vs Inflection 3 Productivity's $10.00/M output tokens - 10000.0x more expensive. Input token pricing: Inflection 3 Productivity at $2.50/M vs SWE-1.5 at $0.00/M.
Context window information is available on the individual model pages.