Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

aimprint™

AI measurement that matters.

Details

External ID
1252662
Source
PH
Company
—
Product
aimprint™
Website domain
producthunt.com
Launched
Sept. 17, 2026
Cohort
—
Upvotes
7
Upvotes percentile
0.9434199273038273
Tags
Marketing, SEO, Artificial Intelligence
Fetched at
Sept. 18, 2026, 4:40 a.m.
Updated at
Sept. 18, 2026, 4:40 a.m.

Description

Most AI visibility tools stop at mentions and citations. aimprint™ goes further — measuring whether AI actually recommends your brand over competitors, and whether it's telling your story accurately. Track Reach, Influence, and Narrative across ChatGPT, Perplexity, Claude, Gemini, and more. Built by measurement practitioners, not just engineers. Transparent pricing starting at $199/mo — no enterprise sales gate required.

Enrichment

Theme
AI visibility and marketing tools
Vertical
Horizontal
Function
Observability & eval
Audience
B2B
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
model evaluation and performance measurement for ai developers
Manually corrected
False

Could you build this?

Partial While dashboards and prompt wrappers are easy, systematic evaluation of brand perception and competitive share of voice across multiple LLMs requires continuous prompt benchmarking datasets, automated sentiment/narrative scoring pipelines, and synthetic consumer query sampling.

What it would actually take: The architecture requires an orchestration queue (Celery/Temporal) to run thousands of domain-specific synthetic user prompts against LLM APIs (OpenAI, Anthropic, Google, Perplexity). Output parsing requires a combination of fine-tuned evaluator models or structured extraction prompts to identify brand mentions, rank orders, and sentiment, aggregated into analytical metrics (share of voice, sentiment delta). The hardest part is generating a realistic, statistically valid benchmark query set per industry and maintaining reliable scraping/API hooks at scale.

Competitors

Other products that read as similar to this one — 93 launches clear the similarity bar, closest 8 shown.

Attention rank: #8 of 94 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 192 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a observability & eval tool for Media & entertainment yet.