For AI application product owners in Dubai and across the UAE, we turn product requirements into repeatable tests. Compare model, prompt and workflow changes, inspect failures and give your team clear evidence for the release decision.
A faster assistant may invent a policy, cite the wrong document or take an action without approval. LLM testing must check the behaviour your customers depend on, including the cases where the system should ask for help.
We compare versions against the same cases and separate passing checks, critical failures and outstanding human review. Before release, this supports a decision; after rollout, agreed monitoring can reveal changed inputs, failed tools and rising cost.
What an engagement can deliver
01
Tests grounded in your product
Define expected answers with domain reviewers. RAG evaluation checks retrieved evidence and citations; AI agent testing checks tool use, permissions and handoffs. Include missing information, adversarial requests and known failures.
02
A release comparison you can inspect
Compare versions on the same documented dataset. Report pass counts, critical failures, pending review, latency and cost, with case evidence and traces. Define release gates and integrate repeatable checks into your delivery pipeline where agreed.
03
Monitoring and ongoing support
Scope production signals, alert thresholds, access and retention. Assign incident owners, document rollback criteria and agree response coverage. Re-evaluate changes to models, prompts, tools and source data against the accepted baseline.
Scope and responsibilities
Results apply to the tested cases and configuration; they are not a general accuracy guarantee or compliance certification. Automated evaluators need calibration and appropriate human review. Passing checks does not approve a release: the accountable owner decides. Data handling, monitoring and support coverage are agreed per engagement. GTC provides consultancy, implementation and support; the public demo replays a fixed example and does not run a live benchmark or monitor your application.