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arXiv cs.AI
6/10

AskRight: Concise AI Answers with Honesty Scores

A consumer AI chat that gives you a direct answer, an honesty score for that answer, and a confidence flag when it's about to ramble — so you stop over-reading 800-word responses.

Target user

students, professionals, and curious adults who use AI assistants daily and hate the bloat

Features
  • One-paragraph default answer with optional 'expand for detail' instead of long CoT dumps
  • Honesty score on each response flagging uncertain claims with sources
  • Stagnation alarm: warns you when the AI is repeating itself or stuck in a loop
  • Receipt mode that logs every answer with sources for citation in essays or reports
Why now

Research like PUMA confirms reasoning models routinely 'overthink' — students and pros are paying compute and time tax for answers that should be two sentences.

Signals · overall 6/10
Demand
6/10

Verbosity is a recognized pain point ('194-Comment Revolt Against ChatGPT's Wall-of-Text Disease', LeadDev finding AI assistants are ~2x more verbose than Stack Overflow) but ranked outside top complaints in 500-post Reddit analysis (memory 34%, price 22%, context 19%).The 194-Comment Revolt Against ChatGPT's Wall-of-Text DiseaseAI coding assistants are twice as verbose as Stack Overflow

Whitespace
5/10

AI assistant space is saturated — ClickUp lists 20 ChatGPT alternatives, Lindy lists 15 — and no direct 'honesty-score + conciseness' competitor surfaced, but incumbents (ChatGPT, Claude, Perplexity) can add conciseness controls natively.20 Best ChatGPT Alternatives in 2026 (Free & Paid)I Tested 15 ChatGPT Alternatives. These Are The Best in 2026

Monetization
6/10

Consumer AI subscription market is ~$12B with 35M paying ChatGPT users, proving WTP for AI wrappers, but a consumer 'concise answer' wrapper is a thin differentiator vulnerable to free native settings.Who's Actually Paying for AI: The $12.0B Consumer Subscription Market

Longevity
5/10

PUMA research confirms reasoning-model overthinking is a structural issue, giving the niche legs — but OpenAI/Anthropic/Google can ship conciseness sliders natively, eroding a standalone wrapper's moat within 1-2 years.Is Your Model Thinking or Just Stagnating? PUMA

Feasibility
8/10

A thin wrapper around existing LLM APIs with a 'be concise' system prompt and self-evaluated honesty/confidence flags is technically trivial to build in days; the 'honesty score' is the only novel piece and even that is just LLM self-scoring.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum AlignmentarXiv cs.AI · 2026-07-21 (3d ago)