Sciensa | Tessera

// Téssera · Operations & FinOps

You can't operate what you can't see. Every agent with visible tracking and cost.

Complete observability for every execution, cost per agent, and a budget cap with automatic kill switch. Predictable operations, no bill surprises.

// VISIBILITY

What the agent did, how long it took, and where it stopped.

Every execution produces a complete trace: step sequence, systems queried, decisions made, and time per step. You reconstruct any incident without asking the agent to explain what happened.

Complete traceTime per stepFinal status
Execução #A83C
Total 179ms
Completed
01
Intent received
user input
32ms
initial validation
02
Rule verified
policy check
8ms
03
System queried
CRM query
120ms
CRM query
04
Decision made
response routing
14ms
routing
05
Response delivered
user delivery
5ms
Operation A
R$ 1.42low
● Tokens 58%● Ferramentas 22%● Cômputo 20%128 execuções18% do custo total
Operation B
R$ 2.97medium
● Tokens 50%● Ferramentas 30%● Cômputo 20%86 execuções32% do custo total
Operation C
R$ 4.63high
● Tokens 45%● Ferramentas 35%● Cômputo 20%42 execuções50% do custo total
Custo médio por execução
R$ 2.18
● Tokens
R$ 1.15 (53%)
● Ferramentas
R$ 0.64 (29%)
● Cômputo
R$ 0.39 (18%)
Custo relativo
e rastreável

Relative values. Absolute costs vary by model, volume, and pricing.

// COST PER AGENT

Cost tracked down to the agent. No estimates.

Each execution carries the real cost of tokens, calls, and compute time. You see the aggregated cost per agent, per operation, and per period — and compare it with the value the agent delivered.

Cost per execution
View the real cost of each execution.
Cost per operation
Understand where cost is concentrated.
Comparison with value delivered
Compare cost vs. value generated.

// CAP & KILL SWITCH

A cap that warns. A kill switch that protects.

You set consumption limits per agent, operation, channel, or environment. Tessera tracks usage in real time and alerts when consumption approaches the configured cap. If the limit is reached, execution is automatically stopped.

Limits per agent, channel, and operation
Progressive alerts before overflow
Automatic block when cap is reached
Auditable record of alerts and restarts
Below cap
Normal consumption
35%
Operation within configured limit
Approaching cap
Alert sent
78%
Team notified for preventive action
Kill switch activated
Agent stopped
100%
Execution automatically blocked when cap was reached

// MEASURE & IMPROVE

From execution to continuous improvement.

Tessera turns every execution into actionable data. The team tracks latency, approval rate, cost per outcome, and human intervention frequency to fine-tune policies, reduce operational friction, and safely expand agent autonomy.

Production metrics • period comparison • per-agent reading

Average Latency

1.8sP95 3.4s

Time between intent and response

Approval Rate

92%+7 p.p. in period

Flows completed without escalation

Cost per Outcome

R$ 0.84-18% vs baseline

Average cost per useful execution

Human Interventions

11%-23% in 30 days

Executions that required human action

// READINESS ASSESSMENT

Let's measure the first operation and optimize it together.

01Define the operation
02Map the key metrics
03Go live and iterate