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What Clad users actually want

Mimir analyzed 15 public sources — app reviews, Reddit threads, forum posts — and surfaced 15 patterns with 7 actionable recommendations.

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sources analyzed
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signals extracted
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themes discovered
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recommendations

Top recommendation

AI-generated, ranked by impact and evidence strength

#1 recommendation

Build automated 811 locate request submission with AI-generated narratives and multi-state expiration tracking

High impactLarge effort

Rationale

17 sources identify 811 locate tickets as mandatory, highly repetitive work that consumes hours of manual form-filling and email management. The product already claims a 10x speed improvement, but evidence shows contractors still lose entire work days when tickets expire unexpectedly across multi-state operations. The pain is acute: users describe calling in locates as a 'headache' and the financial impact of down days from expired tickets is significant.

The AI narrative generation capability addresses the input bottleneck by auto-drafting descriptions from map drawings, while automated status tracking eliminates manual follow-up and provides expiration alerts. Bulk submission handles the 1-15+ ticket volume contractors manage regularly. Multi-state visibility is critical for the broadband segment managing work across jurisdictions with separate 811 systems.

This recommendation directly supports the core value proposition of 'build faster' by removing administrative friction from a mandatory workflow. The state-by-state rollout strategy is already underway starting with Alabama, suggesting this is actively being developed but needs full deployment to deliver value at scale.

More recommendations

6 additional recommendations generated from the same analysis

Create a unified portfolio dashboard with cross-project schedule variance analysis and bottleneck identificationHigh impact · Medium effort

15 sources mark this as critical infrastructure for portfolio-level decision-making. Users explicitly need to 'get quick snapshot of entire construction program across projects, contractors, and regions' and currently operate 'blind' without real-time visibility into project issues. The table view enabling inline updates without opening individual projects suggests the current workflow forces too much context-switching.

Automate invoice generation from production data with AI-powered vendor invoice extraction and ERP syncHigh impact · Medium effort

12 sources identify back-office work as directly constraining build capacity and cash flow. The value proposition 'Build and get paid faster' requires both sides of that equation working efficiently. Manual administrative work means 'people type more than they build,' reducing time spent on actual construction. Contractors face cashflow constraints that limit growth capacity, making payment acceleration a strategic lever.

Deploy reel-level inventory tracking with contractor access, location-specific alerts, and consumption analytics integrated to biddingHigh impact · Large effort

11 sources show materials visibility is a major cost and delay driver. Customers 'experience frequent scrambling due to unexpected stockouts' and lose track of material locations across distributed job sites. Materials are expensive and represent a significant cost driver for ISPs and contractors, making accurate tracking directly tied to margin protection.

Build a compliance dashboard with automated vendor onboarding workflows, status monitoring, and inline override actionsMedium impact · Medium effort

9 sources identify vendor management as consuming administrative time that procurement teams should spend on strategic priorities. Multi-state operations face varying regulatory requirements, making compliance tracking time-consuming and error-prone. The compliance & onboarding module already exists and shows strong adoption across procurement, operations, and admin teams, indicating the problem is well-validated.

Enable post-send RFP editing with side-by-side quantity/price comparison and activity log for change trackingMedium impact · Small effort

9 sources show bid management friction directly impacts project initiation speed. Prior to the bid editing feature, RFPs locked after sending with no way to adjust line items or quantities, forcing users to resend or work around the limitation. This created unnecessary friction in the critical bidding and quoting process where speed and accuracy matter.

Provide infrastructure-specific project schedule templates with pre-configured tasks, dependencies, and label groups for rapid setupMedium impact · Medium effort

9 sources identify project setup friction as delaying the start of active work management. Manual configuration of each project from scratch creates unnecessary overhead when managing a portfolio of many similar projects. Schedule templates with pre-built tasks, dependencies, durations, and owners enable rapid project setup without repeating the same configuration work.

The full product behind this analysis

Mimir doesn't just analyze — it's a complete product management workflow from feedback to shipped feature.

Themes emerge from the noise.

Ranked by severity and frequency, with the original quotes inline so you can judge for yourself.

Critical
12x
Moderate
8x

Talk to your research.

Ask questions, get answers grounded in what your users actually said.

What's the top churn signal?

Onboarding confusion appears in 12 of 16 sources. Users describe “not knowing where to start” [Interview #3, NPS]

A prioritized backlog, not a wall of sticky notes.

Ranked by impact and effort, with the reasoning you can actually defend in a roadmap review.

High impactLow effort

PRDs, briefs, emails — on demand.

Generate documents that reference your actual research, not generic templates.

/prd/brief/email

Paste, upload, or connect.

Transcripts, CSVs, PDFs, screenshots, Slack, URLs.

.txt.csv.pdfSlackURL

This analysis used public data only. Imagine what Mimir finds with your customer interviews and product analytics.

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