# Ethify Labs > An AI-native engineering lab. We build AI agents, automation and AI products, from first prototype to production, and we stay to run them. Contact: hello@ethifylabs.com Building since 2019. ## Services ### AI agents (https://ethifylabs.com/services/ai-agents) Agents that take real actions: they answer, look things up, update systems and hand off to a person when they should. We build them with evals, limits and an audit trail from the first week, so they can go live on real traffic. - Support & voice agents: Chat and phone agents that resolve the common requests end to end, and pass the rest to your team with the context attached. - Sales & lead agents: Research, qualification and follow-up that works from your CRM and writes back to it. - Internal assistants: Assistants inside Slack, Teams or your tools that know your processes and can act on them. Built in: Evals that gate every release; Spend caps, rate limits and a kill switch; A full audit trail of every action; Human hand-off built in, not bolted on. ### Automation (https://ethifylabs.com/services/automation) The work between systems: reading documents, moving data, chasing approvals and writing the weekly report. We automate it with models where judgement is needed and plain code where it isn't, and we measure the result against how it runs today. - Document processing: Invoices, contracts, forms and claims read, checked and entered, with confidence scores and a review queue for the uncertain ones. - Workflow automation: Multi-step processes across your tools, in finance, operations and HR, with approvals where they matter. - Data & reporting agents: Reports and analyses produced from your data on a schedule or on request, with every number traceable to its source. Built in: A baseline of today's time and error rate; Accuracy measured on your own documents; Review queues instead of silent failures; Runs inside your infrastructure. ### Knowledge & data (https://ethifylabs.com/services/knowledge-and-data) Your documents, tickets, wikis and databases turned into answers people can check. We build the retrieval, the pipelines that keep it current, and the evals that prove it's right before anyone relies on it. - Knowledge assistants: Answers over your own material with citations, permissions respected and stale content kept out. - Data pipelines: Ingestion, cleaning and indexing that keep models fed with current, correct data. - Evals & monitoring: Test sets from real questions, automatic scoring and alerts when quality drifts. Built in: Every answer cites its source; Access follows your existing permissions; Quality measured on your real questions; Drift alerts before users notice. ### Vision & on-device AI (https://ethifylabs.com/services/vision-and-on-device) The hard end of applied AI. Visual inspection, safety monitoring and models small enough to run on the device, offline and in real time. We handle the data, the training, the optimisation and the hardware constraints. - Visual inspection: Defect and anomaly detection on production lines and in the field, trained on your own images. - Safety & monitoring: Real-time detection from existing cameras, with alerts people can act on and privacy designed in. - Edge & on-device models: Models compressed and tuned to run on phones, embedded boards and machines, without a network. Built in: Accuracy reported on your own data; Latency and power budgets met on the target device; Works offline; A retraining loop for new cases. ### AI products & models (https://ethifylabs.com/services/ai-products-and-models) For founders and product teams building something AI-first. We design and ship the product, fine-tune or train models only where they beat prompting on your numbers, and take over pilots that stalled before production. - AI product MVPs: A first version real users can pay for: product, interface, models and infrastructure. - Fine-tuning & custom models: Training runs and benchmarks against the prompting baseline, so you only pay for a model when it wins. - Production rescue: Pilots that work in a demo and nowhere else. We find what's blocking production and fix it. Built in: A baseline before any training spend; Costs per request known up front; Production monitoring from launch; Code and models you own. ## Selected work ## The lab (our own products) ## How we engage - Discover (2 weeks): Two weeks, fixed scope. We map the use case, test the riskiest assumption on your data, and hand you a plan and a fixed quote. - Build: Fixed-price milestones. A production system with evals, monitoring and documentation, shipped in weeks, not quarters. - Operate (Ongoing): We stay to run it: monitoring, evals, model upgrades and incident response. Or we hand it over cleanly. ## Terms - Code: You own it. Full IP assignment, in your repositories from day one. - Data: Stays in your infrastructure, with scoped, revocable access. - Pricing: Fixed per phase. No hourly billing. - Proof: Evals and a baseline before anything goes live. ## Elsewhere - LinkedIn: https://www.linkedin.com/company/ethifylabs - GitHub: https://github.com/ethify