Every request uses the strongest model.
Password reset
Billing category
Account takeover
One model for everythingGPT-4oFull baseline cost
One workflow. Different requests. The right model for each.
Cut AI model costs without downgrading every request.
MargIQ learns recurring request patterns inside each workflow, uses lower-cost models where evidence supports them, and keeps stronger models where quality or risk demands it.
No account, provider migration, or production routing change is required for the initial audit.
Free founder-led workflow auditNo routing changesUses your available modelsEvidence before model changes
Observed results vary by workflow, model availability, usage, and provider pricing. Review the controlled benchmark.
How MargIQ works
One workflow can need more than one model.
Each request is matched to an evidence-backed path using only your available models.
Each request follows the right routing path.
Password resetRoutine work
→GPT-4.1 nanoLower cost
Billing categoryRoutine work
→GPT-4.1 miniLower cost
Account takeoverRisk-sensitive
→GPT-4oProtected
Illustrative savings42% less model spend
Routine work gets cheaper. Risk-sensitive work keeps the stronger model.
Model cost meter42% saved
Without MargIQ$100
With MargIQ$58
$42 potential savings for the same illustrative traffic mix
Quality protectedNo blind model downgrade
Illustrative example. Results vary by workflow, available models, usage and provider pricing.
Five-minute setup
Start analyzing without changing your AI stack.
Wrap your server-side client
Keep existing provider credentials and model calls.
Send normal traffic
MargIQ identifies recurring workflow patterns.
Review opportunity
See potential savings before enabling routing.
Plans
Observe first. Route when the evidence is ready.
Observe before routing.
- Report-only analysis
- Estimated opportunity ranges
- Requested model stays active
Turn evidence into governed routing.
- Request-level decisions within each workflow
- Safety guards
- Per-workflow controls
Find the expensive assumption inside one workflow.
I’ll map where a lower-cost model may fit and where the stronger model should stay. No routing changes.
Get a free workflow cost audit