The Catalog-at-Speed Benchmark
Real throughput numbers from Flow programs, for retail and e-commerce teams scaling catalog volume without scaling headcount.
4 days
Multilingual content cycle
Down from 5 weeks, across 25 markets, the wedge already proven in retail localization programs.
97%
On-time delivery
A 40-locale e-commerce seller platform, across UI, marketing, and multimedia content, on release-driven timelines. Turnarounds as fast as 6 hours.
97.6%
On-target quality
Held at that same 40-locale scale. Speed didn't cost accuracy.
How teams keep pace without adding headcount
1
Parallel, not sequential
Catalog production and localization run at the same time, instead of every market waiting on the English SKU copy to ship first.
2
Route by risk, not by habit
AI-powered routing sorts what needs deep human review from what can ship straight through. Pre-agreed decision guardrails mean incomplete or fast-moving seller and catalog briefs don't stall the pipeline.
3
Brand voice holds at scale
Linguists stay in the loop. In a controlled benchmark against three competitor platforms, Flow led on overall quality (82.20% MQM) with the fewest major errors (9 of 223). On Marketing and Creative content, the type closest to retail's taglines and campaign copy, one competitor collapsed to 53.01% MQM after two critical brand-voice errors in German.*
*Senior human reviewers scored output against Centific's MQM framework across 13,890 words, 3 content types, and 3 language pairs, cross-checked with COMET/BERTScore/chrF/BLEU. Full competitor names disclosed in a live demo.
Benchmark: what keeping pace without headcount looks like across real retail programs
These numbers come directly from retail and e-commerce programs, catalog content, marketplace onboarding, and release-critical announcements, not borrowed from another industry.
Retail/e-commerce multilingual content programGeneral catalog/marketing content, 25 markets
Result5 weeks to 4 days time-to-market
E-commerce seller platform (marketplace)UI, marketing, multimedia, 40 locales
Result97% on-time delivery, turnarounds as fast as 6 hours
Quality97.6% on-target quality
Global retail and e-commerce clientRelease-critical enterprise comms
Result70,000+ words across 6-7 content types, 6-working-day deadline met
Across Flow programs generallyMixed industries, not retail-verified
Result3x-19x throughput increase
Cost30-60% cost savings
Self-check: is your catalog scaling without adding headcount?
- Your localization pipeline absorbs catalog growth without adding headcount.
- New marketplace sellers and SKU waves don't queue up behind a content bottleneck.
- Brand voice holds at 40+ locales, not just in your top 3 markets.
- Release-critical deadlines don't force a choice between shipping on time and shipping accurate.
Real throughput and quality numbers from retail and e-commerce programs, benchmarked against three named competitors.
For the full benchmark — competitor names and complete scoring included.
Request a demo →