You’ve read the listicles. You’ve seen the feature matrices. You still have no idea which bug reporting SDK to pick, because none of those articles gave you a framework for your priorities. This is a weighted evaluation scorecard with 8 dimensions, binary pass/fail checks, and adjustable weights designed for small mobile teams of 1 to 15 engineers. It includes a pre-filled example comparing five tools and a 30-minute evaluation sprint guide so you can score any SDK during a free trial.
What’s in the Scorecard
The scorecard evaluates bug reporting SDKs across eight dimensions, each with specific, testable checks (no subjective “ease of use” ratings):
- Platform coverage: Does the SDK support every platform you ship on today and plan to ship on next?
- Automatic device telemetry depth: Battery, memory, disk, network, OS, CPU captured without extra code?
- Setup time: Can you go from zero to first test report in under 30 minutes?
- SDK footprint: How much weight does the SDK add to your app binary?
- Pricing model transparency: Is the price published, predictable, and within budget without a sales call?
- Custom metadata flexibility: Can you attach arbitrary data (user IDs, feature flags, JSON) to every report?
- API completeness: Can you do everything via API that you can do in the dashboard?
- Permission granularity: Can you isolate access per app/client, rather than only per org?
Why binary checks instead of subjective scales? “Ease of use: 7/10” is meaningless across reviewers. “SDK captures battery level automatically without additional code: yes/no” is testable and reproducible by anyone running a trial.
The Scorecard
Score each check 0 (fail) or 1 (pass). Multiply total passes per dimension by the weight. Sum all dimensions for the final score.
| Dimension | Wt | Check | Tool A | Tool B | Tool C | Tool D | Tool E |
|---|---|---|---|---|---|---|---|
| Setup time | 3 | One-line SDK initialization (no UI code required) | |||||
| First test report submitted in under 30 min | |||||||
| Default feedback UI works out of the box | |||||||
| Pricing transparency | 3 | Price published on website without “contact sales” | |||||
| Monthly cost calculable for your number of apps | |||||||
| No DAU/MAU-based variable pricing | |||||||
| Telemetry depth | 3 | Captures battery level automatically | |||||
| Captures memory metrics automatically | |||||||
| Captures disk space automatically | |||||||
| Captures network status automatically | |||||||
| Captures console logs (50+ lines) automatically | |||||||
| Custom metadata | 2 | Accepts arbitrary JSON on every report | |||||
| Custom fields visible in dashboard | |||||||
| Platform coverage | 2 | Supports iOS | |||||
| Supports Android | |||||||
| Supports Flutter | |||||||
| Supports JavaScript/Web | |||||||
| API completeness | 2 | Full REST API available | |||||
| Can submit reports via API (not just SDK) | |||||||
| API docs publicly accessible | |||||||
| Permission granularity | 1 | Per-app access control (beyond org-level) | |||||
| Role-based permissions per project | |||||||
| Advanced features | 1 | Session replay | |||||
| Crash reporting | |||||||
| Native PM integrations (Jira, Linear, Slack) |
Pre-Filled Example: Critic vs. Gleap vs. Shake vs. Bugsee vs. Wiredash
Here’s the scorecard completed with verified data for five tools. Pricing reflects published rates as of March 2026.
| Dimension | Wt | Check | Critic | Gleap | Shake | Bugsee | Wiredash |
|---|---|---|---|---|---|---|---|
| Setup time | 3 | One-line initialization | ✅ | ✅ | ✅ | ✅ | ✅ |
| First report under 30 min | ✅ | ✅ | ✅ | ✅ | ✅ | ||
| Default UI out of the box | ✅ | ✅ | ✅ | ✅ | ✅ | ||
| Pricing transparency | 3 | Price published, no “contact sales” | ✅ | ✅ | ✅ | ❌ | ✅ |
| Cost calculable for your apps | ✅ | ✅ | ✅ | ❌ | ✅ | ||
| No DAU/MAU variable pricing | ✅ | ❌ | ❌ | ✅ | ❌ | ||
| Telemetry depth | 3 | Battery level | ✅ | ✅ | ✅ | ✅ | ❌ |
| Memory metrics | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Disk space | ✅ | ❌ | ❌ | ❌ | ❌ | ||
| Network status | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Console logs (50+ lines) | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Custom metadata | 2 | Arbitrary JSON per report | ✅ | ❌ | ❌ | ❌ | ❌ |
| Custom fields in dashboard | ✅ | ✅ | ✅ | ✅ | ✅ | ||
| Platform coverage | 2 | iOS | ✅ | ✅ | ✅ | ✅ | ❌ |
| Android | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Flutter | ✅ | ✅ | ✅ | ❌ | ✅ | ||
| JavaScript/Web | ✅ | ✅ | ❌ | ❌ | ❌ | ||
| API completeness | 2 | Full REST API | ✅ | ✅ | ✅ | ✅ | ❌ |
| Submit reports via API | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Public API docs | ✅ | ✅ | ✅ | ✅ | ❌ | ||
| Permission granularity | 1 | Per-app access control | ✅ | ✅ | ✅ | ❌ | ❌ |
| Role-based per project | ✅ | ✅ | ✅ | ❌ | ❌ | ||
| Advanced features | 1 | Session replay | ❌ | ✅ | ✅ | ✅ | ❌ |
| Crash reporting | ❌ | ❌ | ✅ | ✅ | ❌ | ||
| Native PM integrations | ❌ | ✅ | ✅ | ✅ | ❌ |
Weighted Scores
| Tool | Setup (×3) | Pricing (×3) | Telemetry (×3) | Metadata (×2) | Platform (×2) | API (×2) | Permissions (×1) | Advanced (×1) | Total |
|---|---|---|---|---|---|---|---|---|---|
| Critic | 9 | 9 | 15 | 4 | 8 | 6 | 2 | 0 | 53 |
| Gleap | 9 | 6 | 12 | 2 | 8 | 6 | 2 | 2 | 47 |
| Shake | 9 | 6 | 12 | 2 | 6 | 6 | 2 | 3 | 46 |
| Bugsee | 9 | 3 | 12 | 2 | 4 | 6 | 0 | 3 | 39 |
| Wiredash | 9 | 6 | 0 | 2 | 2 | 0 | 0 | 0 | 19 |
Pricing context: Critic costs $20/month per app with no seat limits. Gleap’s Team plan runs $149/month ($119/month annual) for unlimited members and projects, with per-AI-response and per-email charges on top. Shake’s Premium plan is $200/month for up to 5 apps and 25 seats, with a 10,000-install cap per app across all tiers. Bugsee’s per-tier pricing is unclear from its website. Wiredash is Flutter-only with a free tier.
Critic’s weighted score is highest for this weight configuration because the weights reflect small-team priorities. If you weight session replay and crash reporting higher (enterprise priorities), Gleap or Bugsee pull ahead. The scorecard adapts to your priorities.
How to Run a 30-Minute Evaluation Sprint
You can score the three highest-weighted dimensions (setup time, pricing, and telemetry) hands-on during a single trial session:
- Minutes 0–5: Sign up for a free trial. Clock how long until you have an API key or SDK token. No credit card required? Check the pricing transparency box.
- Minutes 5–15: Add the SDK to a test project. Initialize. Submit one test report via shake gesture or API call. Did it work on the first try without building custom UI? Score setup time checks.
- Minutes 15–20: Open the dashboard. Inspect your test report. Which telemetry fields populated automatically: battery? memory? disk? network? logs? Score each telemetry check.
-
Minutes 20–25: Attach custom metadata to a second report:
{"user_id": "test", "feature_flag": "dark_mode"}. Check if it appears in the dashboard. Score metadata checks. - Minutes 25–30: Visit the pricing page. Can you calculate your exact monthly cost for your number of apps without contacting sales? Score pricing transparency.
Verify API completeness and permission granularity from the docs; hands-on testing covers the highest-weighted dimensions first.
How to Adjust Weights for Your Team
The default weights assume a bootstrapped team of 1 to 15 engineers shipping their first or second mobile app. If that description misses you, change the weights:
| Team Profile | Weight Adjustments |
|---|---|
| Agency (10+ client apps) | Permission granularity → 3. Per-app pricing matters for client passthrough billing. |
| Flutter-only team | Add a “Flutter-native experience” dimension at weight 3. Wiredash’s score jumps; tools without Flutter-specific features drop. |
| Team with existing Crashlytics/Sentry | Advanced features weight → 0. You already have crash reporting, so there’s no reason to penalize tools like Critic that skip it. |
Why These Weights?
The weights reflect what actually determines whether a small team adopts and keeps a bug reporting tool.
Setup time (weight 3): In-app bug reporting SDKs significantly reduce resolution time compared to manual reporting, but only if they get integrated. For a team of three, a tool that takes days to set up never gets set up. One-line initialization is the difference between adoption and abandonment.
Pricing transparency (weight 3): Luciq (formerly Instabug) moved to opaque DAU-based pricing. Shake caps every tier at 10,000 app installs with add-ons beyond that. Solo developers can’t call sales for a quote. Published, predictable pricing is a trust signal.
Telemetry depth (weight 3): The entire point of an SDK over email is automatic context. If the tool fails to capture battery, memory, disk, and network without extra code, you’re still asking users “what device are you on?” Apps with easy in-app feedback see dramatically higher response rates than those relying on external channels, but only when the context arrives automatically.
Advanced features (weight 1): Session replay and AI triage are valuable for larger teams. For a small team, the core feedback loop (shake, describe, capture, deliver) handles the vast majority of bug reporting needs.
Run the 30-minute sprint on your shortlist and let the scores surface the trade-offs that matter for your team. Critic’s getting started guide walks you from signup to first report in under five minutes.
