Ship AI agents that do the work
Autonomous agents that plan, use your tools, and act across your systems, shipped to production in 3 to 5 months, with the code in your hands.
Enterprise AI that ships in months, not years.
“Automate our support pipeline”
Analyzing 12 data sources
EdgeFirm Agent · working
Average 3-year ROI
466%
Measured across enterprise deployments
Join ambitious teams shipping production AI in months.
70% of support automated
across every channel
Leadership Team · Eona.ae
What we build
Because your AI should earnits place in production,not just demo well.
AI Agent Development
Intelligent Process Automation
AI AutomationTurn scattered data into decisions
Governed data pipelines and decision-intelligence dashboards that turn systems nobody can query into answers your team acts on.
Decision Intelligence & Analytics
Data Pipeline EngineeringCustom LLM apps on your stack
Production LLM applications built on every leading model and wired into the tools you already run, with no rip and replace.
Custom LLM Applications
AI Integration ServicesExpertise where it’s regulated
Domain-grade AI for regulated work, plus senior consulting to scope where AI pays off, and just as honestly where it doesn’t.
Legal AI Development
AI ConsultingWhy enterprise AI matters
Enterprise AI touches everything. Not just IT.
How finance closes the books, how supply chain forecasts demand, how operations decides. Every function is being rebuilt around data your team can actually act on.
What your data says
decides how every function closes, forecasts and acts
Finance
Supply Chain
Operations
Customer Support
Compliance
Sales
Results in production
The results.Already in production.
Enterprise teams are already running AI in production. Make sure yours ships in months, not years.
3-Year ROI
466%
From enterprise data-intelligence deployments
Client-reported, 2023 – 2025
Measured against total project cost
User adoption
90%
Solutions teams actually use, not shelf-ware
Measured 90 days after go-live
vs ~30% industry average
Close rate
50%
We only take projects we know we can deliver
Strategy calls to signed, fixed-price scopes
Fixed price, full IP ownership
Months to production
4–5 months
While competitors take 12–18 months
Founder-led delivery, fixed scope
3× faster than typical vendors
Source:EdgeFirm client case studies
How we work
Technical founders.Production code from day one.
The people you talk to are the people who write the code. Four delivery stages (weekly demos, one fixed price) plus our guarantees on ownership and timelines.
...
Week 1 audit2/3
- Data sources
- Systems map
- KPIs → numbers
Defining "done"..72%
Understand & Assess
We audit your data, systems and KPIs in week one and define what 'done' means in numbers.
ArchitectureAWS · Kubernetes · FastAPI
AWS · Kubernetes · FastAPIIntegrationsCRM · ERP · Warehouse
CRM · ERP · WarehouseROI model
466% 3-yr ROI · signed off
Design & Conceptualize
Architecture, integration map and ROI model agreed before a line of code is written.
IncrementShippedTestsStatus
S1
Data ingestionS2
Model evaluationS3
Agent workflowsS4
Admin dashboardS5
IntegrationsExecute & Refine
Weekly shipped increments you can click, with the founders in every standup.
Production · all systems operational30d
API gateway
99.99%
LLM inference
99.97%
Data pipeline
99.98%
Monitoring
100%
Docs & runbooks
100%
Deliver & Support
Production deployment, monitoring, docs and a trained team, then we stay on.
Handover package
Repos
Infra
Data
Admin
Full IP transfer
Transferred on go-live, no strings attached
- Codebase & full IP
- Documentation
- Trained team
- Credentials & admin access
100% yours
No lock-inYou Own Everything
Full IP transfer, repos, infra and admin access. No vendor lock-in, ever.
Scope shipped over time
Month 4· production
Realistic Timelines
3–5 months to production. No surprises, No scope creep, No missed deadlines.
What This Costs
Most of our projects land between $40K and $100K
We quote a fixed number before we write a line of code, and we hold to it. Here's roughly where most engagements fall, depending on scope.
Focused Build
One system, one clear problem, built to last.
$40K–$60K
Fixed price- A single AI system: chatbot, automation, or pipeline
- 1–2 integrations with tools you already use
- Typically wraps in 3–4 months
Where most clients land
Enterprise Build
Multiple systems talking to each other, with compliance handled from day one.
$70K–$100K
Fixed price- Custom LLM app, agent system, or decision-intelligence layer
- 3–5 integrations (Salesforce, SAP, internal tools, whatever you run on)
- 4–5 month delivery, our usual pace
Phased Transformation
For when one use case is really the first of several.
$100K–$150K+
Fixed price- We tackle your highest-value problem first and prove ROI
- Then scale to the next few use cases once that's working
- You can stop after phase one if the numbers don't hold up
These are starting ranges, not a quote. The real number depends on your data, your systems, and your compliance requirements. We'll have a clearer figure for you after a 30-minute call.
Testimonials
What our clients say about building with us.
“EdgeFirm brought Sokrateque.ai to life: advanced multi-agent systems, Power BI wired to LLMs, and a seamless data pipeline that exceeded our expectations.”
Tjaco Walvis, Founder & CEO at Sokrateque.ai “EdgeFirm was key to building LAWEP.AI's legal AI platform: powerful data pipelines, accurate OCR, and custom LLM fine-tuning, delivered with speed and precision.”
Marvi Memon, Founder & CEO at LAWEP.AI “These guys were fantastic. Above and beyond, affordable, and fast. I'm 100% working with them again for updates and new projects. Highly recommended!”
Alexander LoVerde, Founder & CEO at Inproai “There's not enough words to describe Zain's team. They take pride in their work and always over-deliver. A trustworthy, product-minded agency.”
Peacemaker Bakinahe, Co-founder at Gfacility “Loved working with Faisal, Usman, and the team. An interesting API integration project, and they figured everything out. I'll definitely work with them again.”
Drew Isler, Founder & Art Director at deepcutcollections.com
Explore EdgeFirm
Everything you need to scope, price and ship a production AI system with the engineers who write the code.
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Talk to the founders
Ship AI in months, not years.
Book a 30-minute strategy call with the founders who will write your code.
Production Stack
CapabilityShipped for
Custom LLM applications
+6
Intelligent process automation
+4
Decision intelligence pipelines
+3
Production data infrastructure+5
