battles / Analytics
Celonis vs Convert
Celonis ($15,000/mo/mo, vibe code 4/10) vs Convert ($499/mo/mo, vibe code 4/10). Convert is the easier one to rebuild yourself — here is what you lose either way.
Analytics
$15,000/mo/mo
- MVP
- 4-6 weeks
- Full replacement
- 24+ months
Analytics
$499/mo/mo
- MVP
- 2 weeks
- Full replacement
- 6-12 months, due to anti-flicker edge dispatch, visual editor, and statistical engines
easier to rebuild
get the build prompt →price gap / year
$174,012/mo
running both / year
$185,988/mo
our call
Start with Convert — highest vibe code, weakest moat.
Celonis
An AI prompt can easily generate a simple process visualizer using open-source Python libraries like PM4Py. However, Celonis's real product is its deep connector architecture into legacy ERPs like SAP, custom process query engine (PQL), and enterprise execution capabilities.
you can rebuild
- CSV/Parquet event log ingestion and parsing.
- Directly-Follows Graph (DFG) generation and interactive process map visualizations.
- Process variant frequency analysis and coverage metrics.
- Basic throughput and bottleneck detection between sequential activities.
- Custom filter creation based on case attributes or time windows.
what you lose
- Pre-packaged SAP/Oracle connectors that handle complex relational table joining into event logs automatically.
- Process Query Language (PQL), Celonis's custom query engine optimized for process analytics.
- Real-time Action Engine automations that trigger downstream ERP actions upon detecting workflow anomalies.
- Pre-configured benchmark models for standard enterprise workflows (Procure-to-Pay, Accounts Payable, Order-to-Cash).
- Enterprise governance, access control granularities, and compliance guarantees.
real moats
- Deep, battle-tested connectors for SAP (ABAP/ECC/S4HANA), Oracle, and Salesforce legacy database schemas.
- A proprietary in-memory process query engine (PQL) optimized for process graph analytics.
- Pre-built domain logic, KPI frameworks, and operational playbooks for standard enterprise workflows (Order-to-Cash, Procure-to-Pay).
- Enterprise trust, compliance certifications, and vendor procurement clearance.
Convert
Writing a script that flips a coin and alters CSS is trivial, but building a production A/B testing suite is not. Convert handles ultra-fast edge dispatch without page flicker, sample ratio mismatch alerts, and GDPR-compliant cookieless tracking. Self-building the visual editor and statistical engine is inefficient for non-software vendors.
you can rebuild
- URL split redirects and query parameter routing
- Basic custom JavaScript and CSS injection per variant
- Simple 50/50 traffic allocation algorithms
- Event streaming to Google Analytics 4
- Basic device and URL path audience targeting
what you lose
- Visual point-and-click WYSIWYG DOM editor for non-technical users
- Sub-50ms anti-flicker edge execution logic
- Automatic Sample Ratio Mismatch (SRM) detection algorithms
- Cookieless ePrivacy and GDPR strict compliance frameworks
- Multi-page cross-session variant persistence without third-party tracking cookies
real moats
- Sub-50ms global CDN edge dispatch preventing page visual flicker
- Audited statistical significance and sample ratio mismatch calculation engines
- Deep privacy architecture for cookieless GDPR and CCPA compliance
open source escape hatches
- GrowthBook MIT
- PostHog MIT
- GrowthBook JS SDK MIT
Questions people ask
Which is easier to rebuild with AI, Celonis or Convert?
Convert. It scores 4/10 on vibe code with a moat of 4/10, so an AI-assisted MVP takes about 2 weeks and a full replacement about 6-12 months, due to anti-flicker edge dispatch, visual editor, and statistical engines.
Which one costs less, Celonis or Convert?
Convert at $499/mo/mo for a typical mid-market store. The gap between the two is about $174,012/mo a year.
What do I lose if I replace Celonis?
Pre-packaged SAP/Oracle connectors that handle complex relational table joining into event logs automatically. Process Query Language (PQL), Celonis's custom query engine optimized for process analytics. Real-time Action Engine automations that trigger downstream ERP actions upon detecting workflow anomalies.
What do I lose if I replace Convert?
Visual point-and-click WYSIWYG DOM editor for non-technical users Sub-50ms anti-flicker edge execution logic Automatic Sample Ratio Mismatch (SRM) detection algorithms
More battles
One e-commerce SaaS teardown every week.
Honest verdicts, build prompts and overlooked vertical SaaS opportunities. No tracking pixels, no drip sequence, unsubscribe in one click.
free forever · no third-party tracking · the prompts stay public