Why Agents Beat Dashboards

Dashboards report the past. Your AI agents learn from it. The difference? 78% accuracy that never improves vs 91% and climbing.

$650B+
Global Ad Spend
Growing 10% annually
15-30%
Wasted on Bad Decisions
$100B+ recoverable
78%
Use Spreadsheets
No AI, no forecasting
0
Tools That Learn
Until now

The Problem

What You're Really Doing All Day

Every ecommerce brand is flying blind. Platforms lie about attribution. Forecasting is guesswork. Decisions are made on gut feel.

Pulling data from 6 different platforms
45min/day
Building reports nobody reads
26min/day
Remembering what worked last quarter
30min/day
Explaining platform discrepancies
9min/day
Second-guessing with incomplete data
17min/day
550
hours per year
That's14 weeks
Or$41,250 cost
Daily average127 minutes

Not making decisions. Just preparing to make them. Then hoping the data is right.

The Comparison

Static Reports vs Living Intelligence

The fundamental difference: dashboards show data, agents make decisions.

Frozen in Time

Same reports forever. Week 52 looks like Week 1. 78% accurate in Q1? Still 78% in Q4.

"We spent $180K on Looker. Week 52 looks exactly like Week 1."

Zero Memory

Every question starts from scratch. Tested TikTok in August? Nobody remembers. You repeat the same $10K test in November.

"When our analyst quit, all tribal knowledge walked out the door."

Can't Test Scenarios

Want to know if 70/30 Meta/Google works? Burn $50K to find out. No simulations. Just spend and pray.

"We guessed wrong and wasted $120K on a strategy that never had a chance."

Platform Lies

Meta says 4.2x ROAS. Google says 3.8x. Both inflated. Your dashboard just repeats what platforms tell it.

"Meta claimed 4.2x ROAS. True incremental was 2.7x. Almost tripled budget on lies."

~70%
Accuracy ceiling. Forever.

The Unfair Advantage

Data Network Effects That Compound Daily

Every brand using Cresva makes every other brand smarter. When one brand learns creative fatigue hits at Day 47, everyone benefits. When one agency discovers a new targeting strategy, the model learns and applies it across thousands of accounts.

70%±0%
Dashboards
Same accuracy forever
91%+16.7%
Cresva Agents
After 90 days
94%++4%
Year 2 Projection
Still compounding

The gap widens every single day.

Accuracy Over Time

Dashboard
Cresva
100%85%70%
StartM3M6M9Y2Y3
Accuracy gap at Year 2
+24%
Value created
$340K+

Real Results

What This Actually Looks Like

From brands running Cresva for 90+ days

90 days

Forecast Accuracy

Felix learns from every forecast. Every miss is analyzed. Every pattern is stored.

Before
78%
After
91%

See Agents Make Real Decisions

30-min demo. Watch agents remember, test, and answer.

What you'll see in the demo

Perfect Memory
Remembers your constraints
Risk-Free Testing
Test scenarios before spending
Gets Smarter
Watch accuracy improve live