What the platform reports
Spend, delivery, clicks, and platform-attributed conversions with an exact source window.
Paid media, one learning loop
One place to run paid media across Google, ChatGPT, Bing, and Meta.
Set a question and a budget. Approve every change. Compare what each platform reports with what your product actually sees, then decide where the next dollar belongs.
Early access. Integrations are rolling out based on operator demand.
Illustrative portfolio
As of Sep 03
Current question
Which channel earns the next $5,000?
Optimize for activated trials, not platform conversion totals.
Authorized$5,000
Observed$1,470
Available$3,530
Channel
State
Spend
Activated
Google Ads
Live
$620
7
ChatGPT Ads
Observe
$410
3
Microsoft Ads
Planned
—
—
Meta Ads
Review
$440
2
Next decision
Retest ChatGPT with the revised offer.
Medium confidence
Google Ads
ChatGPT Ads
Microsoft Ads (Bing)
Meta Ads
How it works
Run promotion as a portfolio of questions, not a pile of dashboards.
-
01
Frame the test
Name the question, outcome, budget, attribution method, and stop rule before spend begins.
-
02
Approve the exact change
Review what will happen and keep a receipt for every campaign, budget, or status mutation.
-
03
Allocate from evidence
Compare provider spend with first-party outcomes and record why the next dollar moves.
Keep the evidence straight
The channel's report is not the same thing as a customer outcome.
What your business observes
Qualified leads, activated users, customers, revenue, and the attribution method connecting them.
What you do next
Scale, hold, stop, revise, or retest—with the evidence and confidence attached.
Request early access
Help decide which channels BitterBid supports next.
BitterBid is being dogfooded privately with real paid-media accounts. We are inviting a small number of operators who already manage paid acquisition and want one trustworthy cross-channel learning loop.