Your Personal AI Buyer • 0% Sponsored Bias

Buy better. Not more.

Your AI buyer helps you decide what’s worth buying — and when it’s better to keep what you have.

Timo Fiduciary Multi-Gate Pipeline
0% Affiliate Bias
Auditing Buyer Memory: Active M2 Max (32GB, 1TB)...
Running Physical & Electrical Topology Rules...
Executing Adversarial Devil's Advocate Challenge...
Synthesizing Collaborative Consensus & ROI Model...
Deterministic Trade-off Evaluation in Progress...~418ms
Why Timo is Different

Independent Decision Evidence

We never take manufacturer sponsorships or seller referral bounties. Every purchase inquiry is audited with zero commercial bias.

Live Audit Sample · Consumer Tech

MacBook Pro M4 Max Upgrade Inquiry

+$3,499 Avoided
VERDICT: KEEP Active MacBook Pro M2 Max (32GB)96.4% Confidence
Speedup+5s (+12%)
Cost / Sec$700 / sec
Year 1 Drop-35% (-$1,224)
Objective Reasons to Keep

32GB unified memory easily sustains active local LLMs and 4K ProRes timeline. The ~12% compile delta is imperceptible in practice.

Red-Team Stress Test

Spending $3,499 for 5 saved seconds per compile equals $700/sec. Capital is far better deployed into runway or savings.

0% Sponsored Bias. We earn nothing by telling you to keep your gear.Full Audit Breakdown
Devil's AdvocateSkeptic Check

Stress-testing buyer impulse

Every decision undergoes adversarial review to reveal hidden maintenance costs, fast depreciation, and 30-day regret patterns before you buy.

“Will this product sit in a drawer after 2 weeks? We check real owner retention data.”
Peer ConsensusShared Decision

Involve your team or partner

Share a 1-click decision card with your partner or co-worker. Peer consensus dissuades over 80% of emotional impulse purchases.

Multi-Gate Architecture V2

How Timo Decides

Timo replaces bias-ridden “Top 10” affiliate review listicles with a mathematical, buyer-aligned decision operating system. We test every angle so you never suffer buyer’s remorse.

Need & Buyer MemoryRULE #FN-102
~18ms

1. Diagnose Genuine Need vs Impulse

Checking what you already own before suggesting spending

Unlike review sites built to push whatever item pays the highest commission, Timo first audits what you already own and your past purchase history. If your current setup meets your real needs, we explicitly recommend KEEP or REPAIR, saving you money.

Existing Utility Check88% Sufficient
Capital Preservation+$3,499 Retained
Memory Conflict0 Regret Matches
Fit & Ecosystem CompatibilityRULE #TP-204
~45ms

2. Physical Fit & Real-World Compatibility

Dimensions, workspace layout, and ecosystem harmony

Buying an espresso machine that does not fit under kitchen cabinets, hiking boots unsuited for wet terrain, or an ultrawide monitor on a shallow desk causes instant regret. Timo checks physical dimensions, electrical requirements, and accessory compatibility to prevent surprise costs.

Desk Clearance60cm (Needs Arm)
PSU Transient Headroom+250W Safe
Port Bandwidth Bus40Gbps TB4
Devil's Advocate ChallengeRULE #ST-401
~240ms

3. Second Opinion & Reality Check

Protecting you from marketing hype & buyer remorse

Every recommendation is challenged with Devil's Advocate honesty. We expose steep first-year depreciation curves, minor real-world differences, and answer the brutally honest question: "Who will regret buying this in 30 days?"

Year 1 Depreciation-35% ($1,224)
Benchmark DeltaImperceptible (12%)
Anti-Sycophancy Score99.4% Objective
Ask Someone & Social ConsensusRULE #PR-802
~12ms

4. Friend & Partner Review

Invite a partner, friend, or colleague to vote before you buy

Major purchases above $500 often create household or personal budget friction. With one click, generate a lightweight decision card for your partner or friend to vote (Support Buy / Keep Existing / Wait for Sale) and reach confidence before money leaves your pocket.

Consensus ThresholdUnanimous 3-0
Social Dissuasion Rate84% on Impulses
Partner Friction AvoidedHigh Value
0% Sponsored Bias Guarantee

The Unbiased Buyer Commitment

We align 100% with the buyer, never the seller. Our system is engineered to advise KEEP, WAIT, or REPAIR whenever an upgrade is unnecessary.

Anti-Impulse Defense

If what you already own covers >80% of your real needs, Timo actively advises against spending money, preserving your hard-earned capital.

Devil's Advocate Challenge

Every recommendation undergoes honest stress-testing. We expose steep first-year depreciation, minor real-world differences, and buyer regret traps.

Post-Decision Outcome Loop

We track buyer satisfaction and regrets over time. If a purchase gathers dust, Timo automatically records avoidance rules to your personal Buyer Memory.

Ready to decide?

Not sure what to buy?

Tell Timo your goal, budget, and constraints. Get one auditable, zero-conflict recommendation.