SEO Agency Improves AI Efficiencies by 80%
Artios had the domain expertise and the team — but their core AI pipeline was holding them back. We rewrote it. The result: 50× faster execution, 80% efficiency gains, and enterprise clients they could never have landed before.
A world-class SEO firm — constrained by its own pipeline
Andreas Voniatis built Artios into a leading data-driven SEO consultancy with 20 years of expertise and the book to prove it. But a slow, inefficient AI pipeline was capping what the team could do — and who they could work with. Performance, not strategy, was the bottleneck.
Pipeline rebuilt — from profiling to production
Rather than suggesting surface-level fixes, Gradient Insight audited the full AI pipeline end-to-end — identifying the true bottlenecks, not just the obvious ones. The SERP tokenization code was rewritten from scratch using vectorised operations. The clustering module was redesigned for throughput. The result was a system that performs like it was built for scale — because now it is.
Deep-dive profiling of the entire SERP tokenization pipeline to isolate true bottlenecks
Rewrote critical path code using vectorised NumPy/Pandas operations and efficient data structures
Redesigned the AI clustering module — reducing memory pressure and CPU overhead by an order of magnitude
Introduced batch processing patterns that parallelise workloads across large keyword datasets
Delivered clean, documented, maintainable code the in-house team could own and extend
Provided architectural guidance to sustain performance as data volumes continue to scale
Outcomes that redefined what was possible
The optimised pipeline didn't just remove a bottleneck — it transformed Artios's competitive position. With enterprise-grade AI performance, the agency could now credibly pursue — and win — the kind of high-value clients that were previously out of reach.
"Gradient Insight exceeded the brief and improved our AI efficiencies by over 80%. Working with them was a game changer — it gave me the confidence to take on bigger projects from major enterprises. Stop wasting time and hire them immediately."
Slow AI pipeline?
We audit, optimise, and rebuild AI workflows — so you can focus on the work that actually matters.
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"Gradient Insight exceeded the brief and improved our AI efficiencies by over 80%. Working with them was a game changer — it gave me the confidence to take on bigger projects from major enterprises. Stop wasting time and hire them immediately."
Your pipeline, fully rebuilt — built to exceed your brief
We don't patch slow AI. We audit the full pipeline, identify true bottlenecks, and rebuild for production — so you can win the clients your expertise deserves.