Performance reviews for AI agents

Performance reviews for AI agents

See where your agents underperform, understand why, and prove the next version is better.
Softprobe artwork
Parley AI agent Framer template interface preview

Why Softprobe

A successful run can still be a bad performance

An agent can return no errors and still repeat failed actions, waste tokens, or make the wrong decision. Softprobe reviews the work behind the outcome, not just whether the run completed.

01.

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Capture the work

Review every step

Review every step


Follow execution in order. Open any step to inspect the exact input, output, timing, and failure behind the agent’s behavior.


03.

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Diagnose what repeats

04.

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Prove the improvement

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Full-Fidelity Capture at Scale

Softprobe’s event-lake architecture records 100% of production payloads natively, delivering a structural 100x cost advantage

Message from Parley

On-Premise Boundary

Our lightweight sensors deploy entirely inside your VPC or private cloud, capturing and evaluating production traffic on-premise with zero application code changes and absolute data sovereignty.

Message from Parley

The Compounding Data Substrate

Hand-crafted test mocks quickly drift from live production behavior. Softprobe turns live historical traffic into an ever-growing, deterministic replay asset that captures real edge cases for your agents.

Message from Parley

Intelligent Cost Control

Softprobe routes evaluation dynamically: enforce 100% deterministic scoring on mission-critical workflows with financial exposure, while intelligently sampling routine interactions.


Orange mosaic

Full-Fidelity Capture at Scale

Softprobe’s event-lake architecture records 100% of production payloads natively, delivering a structural 100x cost advantage

Message from Parley

On-Premise Boundary

Our lightweight sensors deploy entirely inside your VPC or private cloud, capturing and evaluating production traffic on-premise with zero application code changes and absolute data sovereignty.

Message from Parley

The Compounding Data Substrate

Hand-crafted test mocks quickly drift from live production behavior. Softprobe turns live historical traffic into an ever-growing, deterministic replay asset that captures real edge cases for your agents.

Message from Parley

Intelligent Cost Control

Softprobe routes evaluation dynamically: enforce 100% deterministic scoring on mission-critical workflows with financial exposure, while intelligently sampling routine interactions.


Agent Diagnosis · coming soon

Know what holds your agent back

Know what holds your agent back

Know what holds your agent back

Agent Diagnosis turns captured Sessions into deterministic, evidence-linked findings across cost, latency, efficiency, and reliability without asking another model to guess what went wrong.

Wasted Spend

Find tokens and tool calls consumed by repeated failures, duplicate reads, oversized context, and work that did not move the task forward.

Avoidable Latency

Token Efficiency

Reliability Risk

Parley AI agent Framer template interface preview

Wasted Spend

Find tokens and tool calls consumed by repeated failures, duplicate reads, oversized context, and work that did not move the task forward.

Avoidable Latency

Token Efficiency

Reliability Risk

Parley AI agent Framer template interface preview

Pricing

Pricing

Simple, transparent pricing. No surprises.

Simple, transparent pricing. No surprises.

Simple, transparent pricing.

No surprises.

Start free with one agent. Add diagnosis, collaboration, and enterprise controls as your agent program grows.

Start free with one agent. Add diagnosis, collaboration, and enterprise controls as your agent program grows.

Monthly

Annual

-20%

Individiuals

$0

Free forever

Capture and inspect your first agent at no cost.

500 sessions / month

1 connected agent

Session & Step Explorer

Model & tool-call details

90-day Session history

Agent Diagnosis

Parley pricing plan visual

Teams

$499

per month, billed monthly

Review your agents with diagnosis, shared evidence, and longer Session history.

5,000 sessions / month

Up to 5 connected agents

Agent Diagnosis

365-day Session history

Shared team workspace

$0.10 / additional session

Enterprise

Custom

Billed annually

Configure Softprobe around your security, retention, support, and scale requirements.

Custom Session & agent limits

Custom retention requirements

Unlimited users & workspaces

Security & access review

Dedicated solution engineer

Priority support & SLAs

Monthly

Annual

-20%

Individiuals

$0

Free forever

Capture and inspect your first agent at no cost.

500 sessions / month

1 connected agent

Session & Step Explorer

Model & tool-call details

90-day Session history

Agent Diagnosis

Parley pricing plan visual

Teams

$499

per month, billed monthly

Review your agents with diagnosis, shared evidence, and longer Session history.

5,000 sessions / month

Up to 5 connected agents

Agent Diagnosis

365-day Session history

Shared team workspace

$0.10 / additional session

Enterprise

Custom

Billed annually

Configure Softprobe around your security, retention, support, and scale requirements.

Custom Session & agent limits

Custom retention requirements

Unlimited users & workspaces

Security & access review

Dedicated solution engineer

Priority support & SLAs

Decorative mosaic texture in Parley AI agent Framer template

FAQ

Questions
answered.

What is a performance review for an AI agent?
What can I use in Softprobe today?
How is Softprobe different from agent observability?
How does Agent Diagnosis work?
Where does our agent data live?

Every agent session makes the next one better

Capture the work. Review the evidence. Improve what matters.

Parley AI agent Framer template interface preview

Every agent session makes the next one better

Capture the work. Review the evidence. Improve what matters.

Parley AI agent Framer template interface preview

Every agent session makes the next one better

Capture the work. Review the evidence. Improve what matters.

Parley AI agent Framer template interface preview

Performance reviews for AI agents

Parley AI agent Framer template logo

© 2026 Softprobe, Inc.

Decorative mosaic texture in Parley AI agent Framer template

Performance reviews for AI agents

Parley AI agent Framer template logo

© 2026 Softprobe, Inc.

Decorative mosaic texture in Parley AI agent Framer template

Performance reviews for AI agents

Parley AI agent Framer template logo
Decorative mosaic texture in Parley AI agent Framer template

© 2026 Softprobe, Inc.