Single tenant
Dedicated deployment per customer.
Your AI should get smarter and cheaper with every request.
TheTop is the intelligence layer across your models, agents, code and APIs. It remembers what your organization already knows, reuses repeated work to reduce unnecessary spend, routes each task to the right model, and applies policy before execution.
Your organization
DepartmentsAgentsApplicationsAPIs
TheTop layer
Blocked0
Memory size0 KB
Rerouted0
Cache hits0
SmarterFasterCheaper
AI providers
Requests0Spent with AI$0Saved by TheTop$0—
Is the bill justified? Now you can answer.
Visibility is where you start. The invoice gives you a total. TheTop gives you the case: what each department spent, what it bought, and what it returned at your own rates. The forecast lands before the invoice, not after.
Spend by department, not by API key.
Every dollar tied to the team, the person and the work that caused it.
Return at your rates.
Reviews, reports, requests served, priced at your rates.
Forecast before the invoice.
97% of budget, crossing Dec 19. You know it before finance does.
AI Provider
API usage$196,090
+18% vs August
By departmentWhat it produced
KYC onboarding$61,240+31%412 client reviewsROI: Onboarding 3.1 days faster
Engineering$62,360+12%1.2M requests served by product AIROI: No extra headcount
Advisory$44,180+6%140 client reportsROI: Delivered two days earlier
Marketing$28,310+54%New website launchedROI: No agency ($33,000 saved)
TheTop InsightSavings could have reached 40% of API traffic, $55,100, with us.
AI Provider
API usage$196,090
+18% vs August
By departmentWhat it produced
KYC onboarding$61,240+31%412 client reviewsROI: Onboarding 3.1 days faster
Engineering$62,360+12%1.2M requests served by product AIROI: No extra headcount
Advisory$44,180+6%140 client reportsROI: Delivered two days earlier
Marketing$28,310+54%New website launchedROI: No agency ($33,000 saved)
TheTop InsightSavings could have reached 40% of API traffic, $55,100, with us.
Every AI system creates data. No one place creates understanding.
Models know what they processed. Gateways know what they routed. Applications know what they requested. Finance knows what it paid. TheTop connects those signals into one layer across the AI estate.
THETOP INTELLIGENCE LAYERSee. Understand.
See. Understand.
Govern. Optimize.
One connected system using the same context to explain usage, apply policy, and optimize execution.
See what happens to one request.
The Engine uses context, memory, reuse, routing and policy before eligible traffic reaches the model. Run one request and watch the decision happen.
One request. Five decisions. About eight seconds.
Request traceReady
Your requestDan · Research
Create a summary of the monthly reporting package and flag material changes.
01UnderstandLoad context + history
02RememberFind known org context
03ReuseCheck reusable work
04RouteMatch task to model
05ControlApply policy + budget
00.12Context loaded: Research / monthly reporting
00.21Organizational context found: reporting format + prior definitions
00.29Reusable work detected: prior extraction schema
00.36Routine pass detected → model route adjusted
00.41Policy approved · budget within limit · request forwarded
What it would have cost$0.00
What you paid$0.00
Saved on this request$0.00
The system gets better because your organization keeps using it.
People keep working with AI as they do today. The Engine notices what repeats and what context matters, optimizes the next request, and measures the result against baseline.
01
Use
People work with AI across chat, code, agents and APIs.
02
Learn
The Engine identifies repeated work and organizational context that matters.
03
Optimize
Requests are remembered, reused, routed and controlled before execution.
04
Measure
Eligible traffic is priced against your own baseline.
Use → Learn → Optimize → Measure → Use. One loop, not four disconnected tools.
Give every enterprise stakeholder the view they actually need.
The same intelligence can answer value, optimization and governance questions without turning the product into three separate tools.
Answer value with facts.
A total tells you what AI costs. TheTop maps that total to the people, surfaces and work behind it, then presents costs calibrated to your own budgets, forecasts and baselines.
See where AI is delivering a return, where it isn’t, and where the next dollar should go.
- Connect AI spend to measurable ROI and business outcomes
- See spend and savings by organization, team, person and application
- Trace cost and value back to the underlying work
Make the work more efficient.
The Engine uses organizational context to stop paying models to relearn what is already known, reuse work that does not need to happen twice, and match each task to the right model.
- Organizational memory reduces repeated context
- Reusable work is cached rather than redone
- Expensive models are reserved for work that needs them
Govern before execution.
TheTop applies budget, data and model policy before eligible requests reach the provider, while enterprise oversight never requires reading enterprise conversations.
- Sensitive payload checks happen in-stream
- Model policy controls where workloads can run
- Admins see counters, classes and usage, not conversations
September 2026What you paid
$137,644
Baseline$176,920without the Engine
Saved$39,27622% · measured per request
ForecastQuarter end at this pace97% of budget · crossing Dec 19
KYC onboarding$61,240 saved $17.9k
412 client reviews · ROI: onboarding 3.1 days fasterReturn $248k 4.1×
Advisory$44,180 saved $9.9k
140 client reports · ROI: delivered two days earlierReturn $84k 1.9×
Engineering$62,360 saved $11.5k
1.2M requests served by product AI · ROI: no extra headcountUnder review
TheTop InsightNext dollar goes to Advisory: 1.9× return, growing only 6%.
Detected this month · 3Product APIEngineering$48.2k+9%
KYC reviewOperations$27.4k+14%
Document Q&AMarketing$19.8k2× vs Aug
Contract proofreadingLegal$14.6k+12%
AnomalyDocument Q&A doubled in a month
Most of the jump is one run that re-read the same 300 files. Routed to Haiku: $6,100 → $900. Same output.
Cost guardOne agent looped for 40 minutes at 3 a.m.
Stopped at $50. Key owner: Mike.
Priced twiceAs it ran vs. without us
Routine passes on lighter models−$20,600
Repeated context, sent once−$15,300
Cached answers−$10,400
−$55,100Saved with
Policy · applied before executionApproveddecided before the request reaches the provider
BudgetWithin limit
DataClear
ModelAllowed
AuditRecorded
Budget policyResearch · monthly cap $12,000
$8,520 used · 71%Alert at 90% · hard stop at 100%
Data policySensitive payloads checked in stream
SSNs, keys, secrets, PII3 caught this week
What is keptfingerprint + count, never the text
Model policyWhere workloads can run
LegalClaude · EU region only
ResearchAny frontier model
MarketingLighter models by default
Admin viewCounters, classes and usage. Never conversations.
Single tenant · in streamIncoming requestSarah · Support assistant14:02
Hi, a client is asking why the transfer bounced. Their file says SSN 512-84-9017, and our reconciliation script uses key sk-live-7f3a…c9. Can you check what went wrong and draft a reply?
Detected · 2 sensitive itemsCaught in stream, before the modelKept as a fingerprint and a count, never the text
Access logevery read recorded · September
Danyour admin · opened countersSep 9
Sarahdata owner · reviewed her own recordSep 10
vendor · read schema, not contentSep 11TheTop InsightAdmins see counters and classes. 0 conversations read.
A request with sensitive data inside.Detected in stream. Counted, never read.Every read recorded, including ours.
Count the risk. Don't collect the conversation.
Enterprise AI oversight should not require reading enterprise conversations. TheTop is designed around profiling usage, detecting sensitive data in stream, and auditing access.
Profile, don't read
Admins see counters, classes and usage.
Detect in stream
Sensitive data is caught before it reaches the model.
Audit every read
Access is recorded and reviewable.
Nothing to rewrite.
base_url = "https://engine.thetop.com/v1"Memory, caching, routing, cost guards, attribution. On from the first request.
Three steps. Your pace.
Nothing moves until you say so. Visibility first. Savings when you are ready. Our specialist connects the first step with you.
-
01
Run the dashboard.
Connect read-only access. See how your teams really use AI.
-
02
Watch it work.
Not a look back: the dashboard shows in real time where you can save, and how much. About a month in, you know your number.
-
03
Turn on the Engine.
Point your traffic at us. The Engine does the rest.
Questions we get first.
Short answers. Your specialist covers the rest on the call.
Do we need to replace our AI tools?
No. TheTop is a layer across the AI estate, spanning chat, code, agents, workflows and APIs. Your teams keep the tools they use today.
Do we have to move traffic on day one?
No. Deployment begins with read-only analytics and no traffic migration. Eligible API traffic is routed through the Engine only when you are ready.
What does the admin actually see?
Counters, classes and usage rather than conversations, with every access recorded and reviewable.
How are savings measured?
For traffic through the Engine, each request is priced twice: the actual cost, and what the same request would have cost without the Engine, using your own baseline. The difference is the saving, traceable to a single request.
Which providers are supported?
The Engine sits in front of the providers you already use. The current list of supported providers and connection modes is confirmed at activation. See the terms for how support is defined.
One layer of intelligence across your entire AI estate.
See what is happening. Understand what every request is doing. Govern what is allowed. Optimize eligible traffic, and measure the result.
Read-only first. No traffic migration.
1
Tell us about your company.
Name, work email, which AI providers you use.
2
Meet your specialist.
A short walk-through of the Engine on the kind of traffic you run.
3
Start read-only.
Connect analytics, see the estate, decide when traffic moves.