Caddora
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Market opportunity
Customer Problems & Opportunities
Ranked planning hypotheses for golfers who already pay for GPS, scoring or swing-analysis apps—and for golfers who currently use none. The comparison identifies where Caddora can earn adoption rather than simply add another feature.
Planning rank
Reach + intensity + unmet gap
Each factor is scored 1–5; this is a prioritisation aid, not a market-size claim.
Evidence input
Caddora Competitor Intelligence, July 2026: mature GPS and swing-analysis products cover many individual tasks, while the strongest opening is connecting history, on-course context, practice and next actions. Validate these rankings through separate interviews and beta cohorts for paid-app users and non-users.
Customer value
Value Proposition
The problems Caddora solves, how the product closes the improvement loop, and who each release is designed for.
Primary market
Club golfers with a 10–28 handicap
Ireland first, then the UK, Europe, US and Australia
Short value proposition
Caddora helps club golfers understand what is costing them shots and what to do next—using the scorecards, phone and watch they already have.
01Golf history is fragmented or lost
Paper scorecards and past rounds rarely become a useful long-term asset.
Digitise and remember
Scan, validate and reconstruct a complete round history with longitudinal trends.
Personal golf memory
Emotional value, faster activation and a defensible data foundation.
02Stats do not explain what to do next
Most tools show numbers without identifying the highest-value weakness.
Diagnose in plain language
Connect scoring patterns, handicap benchmarks and evidence to one prioritised action.
Better decisions
Golfers understand what is costing shots and where improvement matters most.
03Practice is disconnected from play
Drills and coaching content are often separated from actual round outcomes.
Close the improvement loop
Turn diagnosis into a realistic weekly plan, track completion and learn from the next round.
Measurable progress
Practice becomes relevant, achievable and linked to on-course results.
04Advanced tracking adds friction
Dedicated sensors, fragmented apps and manual capture can reduce adoption.
Software-first sensor fusion
Work with a phone alone, then add Apple Watch, GPS, video and impact evidence when available.
Low-friction intelligence
Broad reach with a path to richer premium insight using hardware golfers already own.
05Coaching and equipment choices lack connected evidence
Golfers, professionals and fitters often work from separate snapshots.
Share trusted evidence
Connect improvement summaries, relative motion metrics and comparison experiments.
Confident human decisions
Better conversations with coaches, clubs and equipment partners.
Release customer fit
Target customers for each feature
Feature assignments update automatically when roadmap scope or release phases change.
| Feature | Problem / job to be done | Target customer | Customer value | Commercial role |
|---|
Product measurement
Product Success Metrics
Use the H.E.A.R.T. framework to connect Caddora's product outcomes to a small, practical set of measures. Establish a beta baseline first, then set release targets once early behaviour is understood.
H.E.A.R.T.
Happiness · Engagement · Adoption · Retention · Task success
H
Happiness
Do golfers feel Caddora is useful, trustworthy and worth returning to?
- Post-round usefulness scoreAsk a one-question CSAT prompt after a completed round or insight: “Did this help you understand your game?”
- Recommendation sentimentUse a lightweight quarterly NPS-style question and code qualitative feedback for trust, clarity and perceived value.
E
Engagement
Are golfers repeatedly using the product in and between rounds?
- Weekly active golfersTrack active users by release cohort, plus the share who record or review at least one round each week.
- Meaningful actions per active golferMeasure actions such as a round completed, map opened, scorecard imported, bag updated or insight viewed.
A
Adoption
Are new golfers reaching first value and trying the capabilities built for them?
- First-value activationMeasure the percentage of sign-ups that complete their first meaningful round, historical import or course setup within seven days.
- Feature adoption by releaseTrack the eligible-user share that tries each new capability—for example scorecard scan, on-course map or My Bag import.
R
Retention
Does Caddora become part of a golfer's ongoing improvement routine?
- Week 4 and Week 12 retentionFollow new-user cohorts to see who returns after the first round and continues through a meaningful golf cycle.
- Returning-round rateMeasure the share of golfers who log or review a second and third round within 30 and 90 days.
T
Task Success
Can golfers complete important journeys accurately and without friction?
- Core journey completionTrack completion and abandonment for start round → score hole → save round, with time to complete and recoverable errors.
- Assisted-data accuracyMeasure scorecard-scan acceptance after review and the percentage of mapping or bag imports completed without manual correction.
Prioritised backlog
Features
Click for definitions
Priority score = UV + SF + E + RR − Effort − Risk.
- UV
- User Value: how much the feature improves the golfer’s experience or outcome.
- SF
- Strategic Fit: how strongly it supports Caddora’s product direction and differentiation.
- E
- Evidence: confidence from research, customer feedback, market signals or validation.
- RR
- Revenue & Retention: potential to generate revenue, conversion or repeat use.
- Effort
- Delivery complexity and time required; higher effort reduces the final priority score.
- Risk
- Delivery, technical or commercial uncertainty; higher risk reduces the final priority score.
| Rank | Feature | Requirement | Premium | Value Proposition | Phase | Progress | Dependencies | Story Progress | UV | SF | E | RR | Effort | Risk | Score | Actions |
|---|
Epic delivery
Stories & Bugs
Use “Add Work Item” on any feature to create a child work item for that feature.
Release planning
Roadmap
All currently planned features, organised by their delivery release.
Features with a premium or mixed free-and-premium role, organised by their planned release.
Living delivery document
Caddora Delivery Plan
Release scope, work items, progress and forecast dates update automatically when the roadmap changes.
First-year non-labour assumptions with a locked original estimate and an editable revised budget. Delivery effort is valued separately and recalculates from feature and child work-item status. Add comments to capture the reason for a change; revised amounts and the delivery-rate assumption drive investment, ROI and payback calculations. Hardware rows show the recommended device matrix using July 2026 Irish refurbished-market estimates. Target at least 85% battery health and a 12-month warranty; changes are saved automatically.
Change the default rate to apply it across every release, or use the release-specific rates in the breakdown below. Feature effort and status determine completed and remaining units. The contingency percentage is applied to both the full and remaining investment calculations.
Editable calculation
Delivery effort and investment breakdown
Release rates are editable. Effort units come from the feature estimates; earned and remaining units update with feature and child work-item status. Detailed delivery amounts are shown to cents; headline cards are rounded to the nearest euro.
| Release | Total effort | Earned | Remaining | Rate / unit (€) | Full delivery cost | Remaining cost |
|---|
Revised investment envelope
| Item | Planning basis | Comment | Estimate (€) | Revised (€) |
|---|
Capacity and commercial model
Course directory growth by release
Planning scenario connecting active golfers, the average number of distinct courses played each year and database growth. Active-user assumptions for Releases 1–3 use the revenue model's paid-user targets at an assumed 20% conversion rate.
| Stage | Active golfers | Courses / golfer / year | Player-course records | Annual DB growth | Projected DB | Viability signal |
|---|
Revenue opportunity and investment payback
Editable planning scenario showing the annualised revenue opportunity unlocked by each release against cumulative non-labour and delivery-effort investment.
These are scenario inputs, not forecasts. Revenue is shown as annual recurring revenue at each release exit.
Annual revenue run-rate vs cumulative investment
Cumulative investmentAnnual revenue opportunity
| Release | Revenue opportunities unlocked | Paid users at exit | Club / partner contracts | Annual revenue opportunity | Cumulative investment | Indicative payback |
|---|
Payback estimates compare the full modeled investment—including the editable blended delivery-effort rate—with the annual revenue run-rate at each release. Remaining investment responds to live status changes. Estimates exclude VAT, tax, churn, app-store fees, operating margin and payroll or contractor costs outside the modeled delivery effort.
Review and manage
Known Risks
A living register of product, delivery, data and commercial risks. Review exposure, warning signals, mitigation and contingency regularly as roadmap scope changes.
Competitive intelligence · 13 July 2026
Competitor Discovery
A decision-focused view of the market, white space and roadmap implications from the July competitor analysis.
Evidence base
10 core competitors · 31 sources
Source: Caddora competitor intelligence report · July 2026
Recommended market statement
Caddora helps ordinary club golfers understand what is costing them shots and what to do next—using the scorecards, phone and watch they already have.
- Capture
- Understand
- Practise
- Play
- Learn
Select a competitor
| Hardware capability | Market maturity | Caddora implication |
|---|
Live roadmap connection
Strategy translated into delivery signals
Phase and progress below update automatically when the linked features change.
Test old-scorecard demand, practice-plan willingness and the “what is costing you shots” promise.
Pilot scorecard import, improvement summaries and evidence sharing.
Prioritise repeatability, confidence scores, battery impact and graceful fallbacks.
Track Golfshot, 18Birdies, Arccos Air and watchOS motion changes.
Linked analysis
Competitor & Putting Notes
Strategic wedge
Position Caddora as a connected improvement system, not another GPS app, AI swing analyser, or generic all-in-one golf app.
MVP centre
Make historical scorecard digitisation, round memory, scoring-pattern diagnosis, and first improvement plan the core wedge.
Watch timing
Prototype Apple Watch motion capture early because Golfshot and 18Birdies are advancing quickly in swing and putt motion intelligence.
Closed loop
Build around Capture → Understand → Practise → Play → Learn, linking scorecards, GPS context, motion, video, and completed practice actions.
Product angle
Find the putter that matches your stroke using only your iPhone.
Credible MVP metrics
Tempo, backswing time, forward-stroke time, setup shaft lean, setup lie angle, stroke consistency, and broad face-rotation tendencies.
Hardest risk
Precise face angle or closing angle from an unmounted phone may be affected by lighting, lens distortion, phone alignment, and impact-frame detection.
Validation step
Prototype with 240 fps iPhone video, compare side-on, down-the-line, and overhead setups, then benchmark results against fitting-system telemetry.