How It Works

Ask once. Get the truth.

We synthesize the complete data spectrum that traditional retail metrics obscure, all available directly via WhatsApp.

01

Ask any product question

Text one of seven domain experts on WhatsApp. Describe what you need in plain English — budget, use case, must-haves. No account. No app.

Under 30 seconds
02

Receive an IMO Score

A 0–100 intelligence score with a one-line verdict, the #1 deal breaker, and a better alternative if one exists at the same price.

Under 10 seconds
03

Drill deeper or buy

Tap 'full scorecard' for component breakdown, review excerpts, side-by-side alternatives, and tracked price alerts. Or just tap the buy link.

As deep as you want
WhatsApp-First

The smartest contact in your phone.

IMO lives where decisions get made. Ask friends for advice, then ask IMO for the truth. No app to download. No account to create.

Save our number. That's the entire onboarding.
Type the agent name + your question. VOLT handles electronics.
Forward any recommendation to friends seamlessly.
Thread stays in your chat list. IMO remembers context.
IM
IMO · VOLT
online
Best noise cancelling headphones under $300?
IMO Analytics
Based on 14,200 owner reviews, the Sony WH-1000XM5 is the clear pick. Gold standard ANC, 30hr battery.
91/100
Excellent Buy
Heads-up: headband creaks after ~8 months for 12% of owners. Minor, but worth knowing.

Buy link: $278 on Amazon
Show me alternatives
The Methodology

Every product gets a verdict.

One scorecard. One score. Zero confusion. Six weighted components — each auditable, each explained. You don't have to trust us. You can check our work.

Live Composition — SONY WH-1000XM5
Owner Satisfaction30% · 27.3 pt
Durability Index20% · 15.6 pt
Expert Consensus15% · 14.1 pt
Value Ratio15% · 12.3 pt
Trust Signal10% · 9.2 pt
Red Flag Detection10% · 8.5 pt
Total IMO Score
91/100
Owner Satisfaction
30%
Sentiment across all verified reviews (Amazon, Best Buy, Reddit, YouTube, forums). Weighted by recency — last 6 months count 2×. Fake and incentivized reviews filtered out.
Durability Index
20%
Temporal sentiment analysis. Does the product turn negative after month X? A 4.5-star product that drops to 3.2 by month 12 is penalized heavily — this is where star ratings lie.
Expert Consensus
15%
Wirecutter, RTINGS, Tom's Hardware, and top YouTube reviewers — weighted by historical accuracy of their recommendations against long-term owner outcomes.
Value Ratio
15%
Performance per dollar relative to category average. A $500 product that performs like a $900 product scores high. A $1,200 product that performs like a $700 product scores low.
Trust Signal
10%
Brand reliability history, recall frequency, warranty honor rate, customer service sentiment. Brands that consistently produce reliable products score higher.
Red Flag Detection
10%
Deduction-based. Fake review percentage, astroturfing patterns, sudden rating manipulation, known manufacturing defects. High red flags = heavy penalty.
The Review Corpus

Smarter than a search engine.

IMO doesn't search for you. It builds intelligence from raw data sources that no consumer ever sees — and no AI assistant bothers to analyze.

Sample Size

10,000+ reviews analyzed per top-500 product. Amazon, Best Buy, Reddit, YouTube, forums.

Per product10K+ reviews

Recency Weighting

Reviews from the last 6 months count 2×. Older data is retained for durability but doesn't skew current score.

Weighting2× on recent

Temporal Decay

We track how sentiment shifts over product lifecycle. Day-one reviews don't tell the full story.

Tracked6 / 12 / 18 mo

Fake Detection

Pattern analysis flags incentivized reviews, velocity anomalies, clustering, and reviewer-history red flags.

Detection rate~18% of 5⋆

Triangulation

A product only scores high when multiple independent sources agree. Amazon reviews alone aren't enough.

Sources required3+ independent

Reviewer Credibility

Expert publications get credibility scores based on historical accuracy of recommendations vs long-term outcomes.

Coverage24 publications
The Intelligence Gap

IMO doesn't look like the rest.

ChatGPT and Perplexity summarize what they find. IMO analyzes what nobody else bothers to collect.

FeatureIMOChatGPT / Perplexity
Durability tracking (6-18mo)YesNo
Reddit & Forum sentimentYesPartial
Fake review filteringYesNo
Structured product scores0–100No
Deal breaker extractionYesSometimes
Smarter alternativesYesYes
Privacy As Identity

Four things IMO will never do.

Privacy isn't a toggle in settings. It's the architecture. Every feature is built to make the following guarantees technically impossible to violate.

No sponsored rankings

Brands cannot pay for higher scores. We make money on affiliate links out, not brands paying to rank.

No individual profiling

We don't build advertisement profiles. Your phone number is hashed and used solely for routing messages.

No data selling

We don't sell user data to data brokers. Period. Our product is the intelligence, you are not the product.

No spam messaging

We never message first. The concierge only speaks when spoken to. No marketing blasts ever.

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