Competitor Research & Growth Flywheel Playbook — Full SOP
🌍 Language / 语言: Chinese | English | 日本語 | Korean
Complete SOP for systematic competitor research: website evolution analysis, social media channel teardown, growth flywheel scoring, X/Twitter propagation chain mapping, and KOL identification. Battle-tested across 150+ AI startups. Includes Lovable full case study (Nov 2024 launch: 229K impressions, 4.3M video views, 10K+ Discord community).
I. Core Framework for Competitor Research
1.1 Four-Step Research Method
| Step |
Content |
Deliverable |
| Step 1 |
Deconstruct competitorOfficial websiteVersions at different stages |
Official website evolution path, Value Proposition evolution, customer acquisition structure |
| Step 2 |
Deconstruct competitorSocial media channelsContent strategy |
Content categories by channel, posting cadence, KOL collaboration models |
| Step 3 |
Directory sitesDeconstruct (as needed) |
Directory site traffic sources, competitor placement entry points |
| Step 4 |
Ad placementsDeconstruct (as needed) |
Placement channels, creative strategy, traffic sources |
1.2 Tool List
| Tool |
Purpose |
| Wayback Machine |
View historical official website snapshots of competitors |
| SimilarWeb |
Traffic source analysis, channel distribution |
| Semrush |
SEO, ad placement analysis |
II. Official Website Deconstruction Methodology
2.1 Three Key Version Nodes
- First version of the official website — Minimum viable version
- Official website for the first-stage Beta Test — Closed beta period
- Official website for the first-stage official Launch — Public launch
2.2 Recording Dimensions for Each Version
| Dimension |
Content |
| One-sentence introduction |
Core Value Proposition |
| Official website length |
Total number of screens, landing page structure |
| User cases |
Industry/scenario use cases |
| Framework structure |
Banner/Pricing/CTA |
| SEO actions |
Title/description changes |
| Community channels |
Discord/Reddit launch nodes |
| Integration ecosystem |
Third-party integrations |
2.3 Comparison Table Template
| Stage |
Time node |
Value Prop |
Official website length |
Main sections |
Launch channels |
Key Feature |
| V1 |
YYYY-MM |
... |
X screens |
... |
... |
... |
| Beta |
YYYY-MM |
... |
X screens |
... |
... |
... |
| Launch |
YYYY-MM |
... |
X screens |
... |
... |
... |
III. Social Media Channel Content Deconstruction
3.1 Determining Traffic Sources
First use SimilarWeb to determine the main traffic sources, then conduct in-depth deconstruction of key channels.Prioritize analyzing competitors that perform well on the corresponding channel.
3.2 Twitter/X Account Matrix
| Account type |
Deconstruction focus |
| Official account |
Posting frequency/cadence/style, content category proportions |
| Founder account |
Degree of differentiation from the official account |
| Dev Rel account |
BD/ecosystem partnership content |
| Influencer account |
KOL collaborations at different stages |
3.3 Content Posting Cadence (Four Stages)
内测（封闭测试）→ 大范围发布 → 长线运营 → Launch Week
3.4 Comparison of Strategies Across Platforms
| Dimension |
X/Twitter |
YouTube |
LinkedIn |
TikTok |
| Positioning |
Viral ignition |
User activation |
Enterprise Customer Acquisition |
Breaking Out of the Circle to Acquire New Users |
| Frequency |
1-3 posts daily |
1-3 posts weekly |
1-2 posts weekly |
High |
IV. Growth Flywheel Analysis Method
4.1 Six-Stage Flywheel Scoring
| Stage |
Core Question |
| Activation |
How to drive the "Aha Moment"? |
| Referral |
Is there a viral mechanism within the product? |
| Acquisition |
How are potential users attracted? |
| Retention |
How to build a sense of community belonging? |
| Revenue |
Free → paid path? |
| Product Optimization |
How does feedback drive iteration? |
4.2 Strong/Weak Judgment Criteria
| Metric |
Strong Flywheel |
Weak Flywheel |
| Retention |
High Discord DAU, continuous UGC |
Rapid user churn |
| Word of Mouth |
Systematic user story dissemination |
No amplification mechanism |
| Payment |
Clear trigger points |
Vague path |
| Sustainability |
Product and community closed loop |
Reliance on external投放 |
V. Propagation Node Analysis Method
5.1 Four-Stage Propagation Model
| Stage |
Time |
Core Event |
| Internal Ignition |
Hours after release |
Team collective voice |
| Ecosystem Catalysis |
1-2 days |
Partner endorsement |
| KOL Detonation |
2-3 days |
Top-tier KOL validation |
| Broad Penetration |
Lasts several weeks |
Multilingual user participation |
5.2 Content Effect Ranking (Data-Verified)
| # |
Type |
Effect |
| 🥇 |
Visual Demo (video/animated image) |
Strongest impact |
| 🥈 |
Real user success stories |
Most credible |
| 🥉 |
Competitor comparison content |
Sparks discussion |
| 4 |
Quantified data display |
Social currency |
| 5 |
Feature announcements |
Narrow coverage |
5.3 KOL Identification Criteria
| Type |
Identification Signal |
| Traffic King |
Single post >100K impressions |
| Topic Engine |
Deep discussion in comment section |
| Mindset Turning Point |
"I'll use this from now on" |
VI. X/Twitter In-Depth Analysis
6.1 Search Syntax
from:[Handle] since:YYYY-MM-DD until:YYYY-MM-DD -filter:retweets lang:en
"[产品名]" OR "[域名]" -from:[官方] since:YYYY-MM-DD -filter:retweets -filter:replies
6.2 Single Post Viral Breakdown
| Dimension |
Analysis |
| Hook |
From what angle is it told? |
| Nugget |
What makes people unable to resist sharing? |
| Feeling |
Awe/curiosity/FOMO? |
| Visual |
What comprehension cost is reduced? |
VII. Comprehensive Insight Framework
Five-dimensional analysis
| Dimension |
Output |
| Market positioning |
Segmentation, persona, differentiation |
| Business model |
Pricing, flywheel |
| Execution strategy |
AARRR, content calendar |
| Reusable strategy |
Tactics + applicable boundaries |
| Risk |
Identification + early warning indicators |
Self-check list
□ 覆盖三版本节点？
□ 拆解所有主要社媒渠道？
□ 识别增长飞轮及强弱？
□ 有传播数据支撑？
□ 提炼可复用策略+适用边界？
□ 识别风险+预警指标？
□ ICP覆盖3+类型？
□ 定价有升级路径分析？
□ 可行动战术建议？
Built from 150+ AI startup competitive analyses. Includes Lovable full case study (Nov 2024 launch). By @WeiYipei.
