Promptivo

Write better prompts, get better results

Score AI prompts across seven research-backed dimensions with deterministic analysis, calibrated to an LLM-judge standard and then frozen. No LLM in the loop at scoring time, no latency, no cost per evaluation — grounded in MePO and IFEval.
Generous free tier — no credit card needed

Objective scoring. Actionable feedback. No AI in the loop.

Seven Research-Backed Dimensions

Every prompt is scored independently across the dimensions that drive output quality — derived from peer-reviewed research, not vibes.

Clarity
Precision
Concise CoT
Completeness
Constraints
Structure
Integrity
Overall

100% Deterministic

Same prompt, same score, every time.

no model drift

Instant

No round-trip to a model provider — results in milliseconds.

< 50 ms

Private by Default

Prompts are never sent to a third-party model. Zero server-side retention.

no third-party calls

Research-Backed

Built on the MePO framework and Google Research's IFEval.

MePOIFEval

Why teams choose Promptivo

Repeatable, defensible evaluation — not an LLM grading an LLM

Repeatable, defensible prompt evaluation grounded in linguistics and academic research — not another LLM grading another LLM.

01

100% Deterministic

Same prompt in, same score out — every time. No model drift, no run-to-run variance, no surprises in CI. Reproducible by construction.

02

Instant Results

No LLM in the loop at scoring time. Deterministic linguistic analysis feeds frozen, judge-calibrated scoring heads — and returns in milliseconds.

03

Privacy by Default

Your prompts are not sent to any third-party model provider, and they are not retained server-side. Zero retention, no training data leaks.

04

Research-Backed

Built on the MePO framework (Zhu et al., arXiv:2505.09930, EACL 2026) for the seven merit dimensions, and on Google Research's IFEval for verifiable constraints.

05

Honestly Benchmarked

We score our own work — and publish it: IFEval's 541 expert prompts average 3.09/5, and scoring is validated against two independent LLM judges, hold-out data and all. Numbers, not vibes.

06

Multilingual

English gets the full linguistic analysis; Latin-script languages get structural signals; other scripts get honest structure-only scoring. The tiers are documented, not oversold.

Score your first prompt in seconds

Generous free tier, no credit card. Paste a prompt, see the breakdown, take the advice.