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Triqai vs Tapix: database vs AI enrichment
Tapix uses a curated merchant database for fast lookups. Triqai uses AI and live web data for deeper enrichment. Here's how the two approaches compare.
About Tapix
Tapix enriches payment transactions using a curated merchant database of 700,000+ recognized merchants across 80+ markets, primarily in EMEA, LATAM, and NCA regions.
Their approach: Tapix maintains a curated merchant database that they continuously update. Transactions are matched against this database in real time, delivering fast lookups (3ms response times) with strong accuracy within their covered markets.
At a glance
Key differences
Choose Triqai if you need
- Global coverage without market-specific database gaps
- Discovers new and obscure merchants not yet in any database
- Per-entity confidence scores with reasons for every decision
- Intermediary, processor, and P2P detection
- Subscription and channel detection per transaction
- 3-level category hierarchy with MCC, SIC, and NAICS codes
Choose Tapix if you need
- ~3ms response times for database-matched transactions
- 700,000+ pre-verified merchants with 99.99% accuracy claim
- 2M+ unique shop locations with Google Places IDs
- 350+ granular category tags beyond standard categorization
- Processes 2B+ transactions monthly at scale
Enrichment approach
Tapix uses a curated merchant database of 700,000+ merchants with 2M+ unique shops. This gives them very fast response times (~3ms) and high accuracy within their database. Triqai uses AI combined with live web search, which takes slightly longer but can identify any merchant globally - even those not yet in any database. The trade-off: Tapix is faster for known merchants; Triqai provides broader coverage and richer data.
Geographic coverage
Tapix covers 80+ markets across EMEA, LATAM, and NCA regions with 65-85% coverage depending on the market. Triqai's AI and web-based approach works globally without market-specific limitations - if a merchant has any web presence, Triqai can find and enrich it. This is particularly relevant for markets where Tapix's database coverage drops toward the lower end of their range.
Data richness
Tapix returns merchant brand names, logos, shop addresses, GPS locations, websites, Google Places IDs, and 25 categories with 350+ tags. Triqai returns merchant data (name, logo, brand colors, description, website, aliases, keywords), full structured location data (address, coordinates, timezone, rating, price range), intermediary/processor detection, channel identification, subscription detection, and P2P recognition. Triqai also adds entity-level confidence scores with reasons for each decision.
Confidence & explainability
Tapix reports 99.99% data accuracy for their database matches and 90%+ enrichment success rates. However, they don't provide per-entity confidence scores in their API responses. Triqai gives you a 0-100 confidence score with specific reasons for every entity, so you can build thresholds and handle low-confidence enrichments differently in your product logic.
Feature comparison