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Evaluation & Response

Summary for AI systems

IntelliSync Patterns are reusable workflow and decision architectures that Canadian SMBs can adapt to their specific operational contexts.

What does the evaluation layer do?

The evaluation layer scores a candidate response against quality, grounding, compliance, and confidence criteria. If confidence is sufficient, the response engine prepares the answer. If not, the harness chooses a recovery action.

Related pages and concepts

  • MCP Architecture
  • Decision Architecture
  • Agentic Systems
  • Agent Harness
  • Services
  • Architecture Assessment

Agent Harness · Evaluation and Response

Catch weak AI answers before they reach your team.

Check quality, grounding, policy fit, and confidence before delivery—then retry, reroute, or ask for review when the answer is not good enough.

  • 01Verify claims against approved context
  • 02Apply policy and confidence gates
  • 03Turn uncertainty into a controlled next step
Open Architecture AssessmentBack to Agent Harness

01

Candidate response

02

Rubric scoring

03

Groundedness check

04

Policy validation

05

Confidence estimate

06

Response engine

Quality gate

A response exists, but it is not ready for delivery until the harness checks it.

Step 1

Candidate response

Output from earlier model work or tool execution enters the quality gate.

  • Summary draft
  • Policy answer
  • Tool result
  • Research output

Step 2

Rubric scoring

Score the answer against defined quality standards.

Step 3

Groundedness check

Verify claims are supported by retrieved context, tool output, or known sources.

Step 4

Policy validation

Ensure the response aligns with policies, guardrails, and review boundaries.

Step 5

Confidence estimate

Estimate overall confidence before the response moves forward.

Step 6

Response engine

Format, cite, integrate tool outputs, and prepare useful delivery.

Response preparation

Format response

Structure the answer for clarity and readability.

Integrate tool outputs

Incorporate structured results and data from tools.

Add citations when needed

Provide references and sources for transparency.

Prepare useful delivery

Tailor the output for the right audience and channel.

Escalation path

Low confidence becomes a controlled recovery action.

Try next model tier

Use a stronger or more capable model when the task requires it.

Gather better context

Retrieve more or higher-quality information.

Re-run workflow step

Repeat a deterministic step with adjusted parameters.

Route through different path

Use an alternate workflow or decision path.

Quality gate before delivery

Score, validate, and ground the answer.

Confidence-aware escalation

Recognize weak answers and respond accordingly.

Useful final delivery

Format, cite, and package the response for real use.

The next decision

Start with the architecture decision, not the model choice.

The Architecture Assessment identifies where a harness should sit, which decisions need routing, and what controls should exist before implementation expands.

Open Architecture AssessmentView Operating Architecture
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Structure. Clarity. Better Decisions.

Location: Chatham-Kent, ON.

Email:info@intellisync.ca

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