Model Fit Deck
SkillSkill
Scattered benchmarks and new model releases → one go/no-go fit brief for your hardware in 20 minutes.
About
Every time a new model drops, you lose hours scanning leaderboards, quantization threads, and Reddit benchmarks—then still ship a guess into production. Model Fit Deck ends that loop. You paste in your GPU profile, your workload constraints, and the candidate models you are considering. The skill runs a structured fit check against your actual VRAM ceiling, latency floor, and context requirements and returns a ranked decision packet: one primary recommendation, one fallback, and explicit rejection reasons for every model that does not fit. No benchmark averaging across unrelated hardware. No generic 'it depends' output. A concrete go or no-go you can put in a deployment runbook or share with your team in under 20 minutes. Built for engineers who are tired of repeating the same manual research loop every release cycle.
Core Capabilities
- Normalize candidate models into a comparable schema: size, quantization, VRAM footprint, throughput, context length, known tradeoffs
- Score fit against buyer-defined hard constraints including VRAM ceiling, minimum tokens per second, and minimum context length
- Produce ranked recommendation with primary choice and one deployment-safe fallback
- Output explicit rejection reasons for every non-fitting candidate, not generic exclusions
- Block unsafe recommendations when VRAM evidence or throughput data is missing or benchmark-only
- Accept hardware profiles for GPU and CPU-only deployments including quantization tolerance flags
- Generate a copy-pasteable decision brief formatted for deployment runbooks or team review
Customer ratings
0 reviews
No ratings yet
- 5 star0
- 4 star0
- 3 star0
- 2 star0
- 1 star0
No reviews yet. Be the first buyer to share feedback.
Version History
This skill is actively maintained.
February 25, 2026
Automated deploy
One-time purchase
$12
By continuing, you agree to the Buyer Terms of Service.
Details
- Type
- Skill
- Category
- Other
- Price
- $12
- Version
- 1
- License
- One-time purchase
Works great with
Personas that pair well with this skill.

Alec
Security Operator
Your security operator that hardens, monitors, and responds before the breach happens. 20+ Core Capabilities
$69

The Mentor
Persona
An experienced guide who saves you from mistakes they already made — warm but direct, tough love when needed
$29
Viktor — Indie Co-founder
Persona
The co-founder who kills bad ideas fast and won't let you hide behind perfectionism
$29