Sight compared with Peec

Both products measure how brands appear in AI answers. Sight extends that view into technical SEO, content evidence, prioritized work, and report delivery.

Evaluation workspaceNorthstar Labs · Q3 review
Decision areaSightPeec
Answer visibility71%58%
Technical health88Separate workflow
Priority actions14Manual review
Delivery formats4Plan dependent

Recommended decision

Validate both products against one real reporting cycle. Compare the time required to move from a visibility change to an approved action and a stakeholder-ready report.

Evaluation status

3 of 4 workflow tests completed

Compare the operating workflow, not only the feature list.

Choose Sight when the team responsible for AI visibility is also responsible for improving the site, explaining the change, and proving the result.

Where Peec can be the better fit

Peec can be the simpler fit when AI visibility is the only workflow you need to operate.

WorkflowSightPeec
Primary focusAI visibility, SEO evidence, action planning, and deliveryFocused AI search analytics for brands and agencies
Starting pointFree tools, one-time report, or recurring workspacePlan and sales process vary
Tracked AI answersIncluded with response-level evidenceIncluded
Citation and source analysisDomains, URLs, overlap, and competitor gapsIncluded or plan dependent
Technical SEO evidence81 checks connected to pages and prioritiesA different product focus
Content diagnosticsCoverage, structure, entities, and on-page evidenceA different product focus
Search Console contextConnected to the same workspaceIntegration approach varies
Action planningRecommendations stay linked to source evidenceWorkflow varies
Agent workflowInvestigates live workspace data and opens the right viewProduct approach varies
Report deliveryLive report, A4 PDF, slides, and CSVPlan dependent
AutomationScheduled scans, alerts, API, webhooks, and MCPPlan dependent
Commercial entryFocused free tools and a €9 complete reportSubscription or sales process

Five scenarios to use in a real evaluation.

Product pages make every feature look available. A scenario shows how much evidence, synthesis, and handoff work the team must do before the result becomes useful.

A fair comparison

Use the same domain, markets, competitors, prompt set, reporting period, and stakeholder request in Sight and Peec.

  1. 01

    Understand your current performance in AI search

    Decision question: Are we visible for the buying questions that matter, and how do we compare with the brands a customer will consider?

    Workflow test: Review prompt coverage, recommendation position, sentiment, competitors, and the exact answers behind the summary.

  2. 02

    Explain a meaningful change over time

    Decision question: Did visibility move because the model changed, a source disappeared, a competitor improved, or our own site changed?

    Workflow test: Trace one material movement from the trend into response evidence, citations, pages, and relevant technical history.

  3. 03

    Find the sources shaping the category

    Decision question: Which publishers, communities, directories, and first-party pages influence the answers where competitors win?

    Workflow test: Compare cited domains and URLs, identify competitor-only sources, and turn the gap into a realistic authority plan.

  4. 04

    Prioritize the work across content and technical teams

    Decision question: Which actions should enter the next sprint, what evidence supports them, and what result should each action improve?

    Workflow test: Create an ordered plan that retains affected pages, scope, priority, source evidence, and an accountable owner.

  5. 05

    Deliver the result to leadership or a client

    Decision question: Can the team publish a clear decision story without rebuilding the evidence in spreadsheets and slides?

    Workflow test: Produce the live review, PDF, presentation, and raw evidence required by the audience from the same project state.

SEO TechnicalSEO issues

Site health

88+3

Good

Critical

2

Needs action

Affected pages

31

of 148

Resolved

14

this month

Issue workspace

Search, filter, export, and resolve every SEO check from the selected audit.

Issues

Open
PriorityIssuePagesCategory
HighDuplicate canonical tags4 pagesTechnical
HighComparison pages lost URL co-occurrence3 pagesAI visibility
MediumTitles are not descriptive17 pagesOn-page
MediumLargest Contentful Paint is slow9 pagesPerformance
LowAuthor schema can be strengthened12 pagesStructured data

Test the path from signal to finished work.

A useful evaluation should include one visibility change, one technical or content diagnosis, one prioritized action, and one report. That exposes the handoffs hidden by a conventional checklist.

  1. 01

    Collect the same prompt set

    Use your real markets, buyer questions, and competitors.

  2. 02

    Trace one material change

    Inspect the answers, citations, pages, and technical evidence.

  3. 03

    Create an approved action

    Measure how much manual synthesis the team must do.

  4. 04

    Publish the result

    Prepare the output your client or leadership team expects.

Compare Sight and Peec with your own search data.

Run the same questions, competitors, and reporting workflow in both products. Teams that want a focused AI answer-monitoring product.

Start with a free scan