Neeve

Enterprise systems
…built, powered, and operated with AI.

Neeve is an enterprise AI engineering company. We identify, design, build, and operate AI-powered solutions to real business problems.


Where we start

The business problem comes before the technology.

A great deal of enterprise AI work runs backwards. A technology is chosen, a use case is found to justify it, and the result demonstrates capability without changing how the business performs. We work in the other direction. We start with the problem, the constraints around it, and the outcome the business needs to reach, and only then decide what should be built and what it should be built with.

Neeve is not a consulting firm and not a systems integrator. We are an engineering company. We find where AI creates value, design the solution, build it, and operate it in production. The same people carry the work from the first assessment through to the system running under load.

The distinction matters in practice. Advice that stops at a recommendation produces a report. Delivery that stops at go-live produces a handover. We stay with the system.


Enterprise AI engineering

AI creates value in three distinct ways.

Enterprise AI engineering is the discipline of applying AI across three dimensions of an enterprise system.

  • How it is built The engineering of the system
  • How it behaves The intelligence inside the system
  • How it is operated The running of the system in production

The three dimensions are independent. A system can be built with AI and operated by people. It can be built conventionally and powered by agents. Most enterprises need one or two of the three rather than all of them, and working out which is a business and solution assessment rather than a technology choice. The objective is never to put AI everywhere.

  1. 01

    AI builds systems

    AI changes how enterprise systems are engineered.

    It applies across design, implementation, testing, and the long tail of evolution. With AI, engineering accelerates, architectural patterns hold their shape across teams and across years, and the cost of building a system and then changing it falls together.

    Business value. Accelerated engineering, consistent architectures, faster time to market, and significantly lower development cost.

    Why Neeve. Through our strategic relationship with N5 we bring Sutra, the AI system design and development agent, into customer engagements where it creates meaningful advantage. Where it is not the right fit, we build with whatever the customer's architecture calls for.

  2. 02

    AI powers systems

    AI changes how enterprise systems behave.

    Intelligent agents are embedded in the solution itself. They automate work that used to need people, support decisions that used to be made on incomplete information, improve how customers are served, and create capabilities the business did not previously have.

    Business value. Intelligent automation, better decisions, better customer experiences, and new business capabilities.

    Why Neeve. We apply AI in this dimension where it creates measurable business value, not because AI is available. Separating the two is a business assessment and a question of solution design, and it is the part that is easiest to get wrong. The business problem decides, and we will say plainly when a conventional approach is the better answer.

  3. 03

    AI operates systems

    AI changes how production systems are operated.

    Monitoring, diagnostics, optimization, deployment, and incident response move from AI-assisted to increasingly autonomous, under engineering supervision, at a consistency people cannot sustain around the clock.

    Business value. Lower operational cost, reduced MTTR, higher reliability, and continuous optimization.

    Why Neeve. Through our strategic relationship with N5, we bring Rumi MCP servers and AI Ops agents into customer environments. We do not just recommend these technologies. We use them ourselves to operate production systems.


Technology

Technology follows the problem.

We start with the business problem. The architecture is settled only once that problem is understood, and it is settled on the merits. We do not lead with a platform, and we have no quota to fill.

Through our strategic relationship with N5 we bring unique capabilities in Sutra, Rumi, operational AI agents, and MCP servers, where they provide meaningful advantage. We know them deeply, and on the class of problem they were built for that advantage is large and measurable. The systems below are the evidence.

Where they do not, we select the technologies best suited to the customer's objectives. Independence is what makes the recommendation worth anything.


What Neeve does

From the first question to the running system.

Discover

We work with business and technology leadership to understand the problem, identify the right solution, and determine where AI creates meaningful advantage. The output is a short list of candidate systems with an honest view of feasibility, cost, and expected return.

Build

Design and build are one loop rather than two phases. AI-assisted development collapses the distance between choosing an architecture and running it, so decisions are tested in working code instead of being settled on paper first. The discipline around it stays conventional, with reviews, tests, benchmarks, and staged rollout.

Operate

We run systems in production, through volatility, through failover, through growth. Telemetry from day one, increasingly automated diagnostics and response, and a team that knows the system because it built the system.


Industries

Where Neeve works.

Capital Markets
Equity trading, order management, exposure monitoring, risk. Electronic and high-touch flows at global banks and hedge funds.
Banking
Funds authorization and payment processing at banking core ISVs. Cloud-scale throughput with millisecond response budgets.
Payments & Credit
Transaction processing and authorization at card networks. High-volume, low-latency, zero-loss processing paths.
Hospitality & Gaming
Personalized pricing, dynamic offers, loyalty-driven commerce. Real-time pricing directly inside the transactional plane.
Ad Tech & Real-Time Bidding
Ad exchanges, DSPs, and SSPs operating at exchange scale, with sub-millisecond bid resolution and fault tolerance built in.
Manufacturing
Production scheduling, quality inspection, predictive maintenance, and supply chain visibility. Decisions taken against plant and sensor data as it arrives.

Outcomes

What systems built with Neeve deliver.

Anonymized results from real systems across the industries above.

Electronic equities trading at a global investment bank

  • $50Myear-on-year cost reduction
  • 10×throughput increase (60× during Covid volatility)
  • 200+ → 6servers in the order-management footprint
  • <3 yrsfrom first flow to full cutover
View system

Consolidated exposure monitoring at a hedge fund

  • <50 µswire-to-wire tally latency (20× improvement)
  • ~6Morders per second, sustained
  • 2servers total, one primary, one backup
  • 3 monthsfrom start to production
View system

Funds authorization at a banking core ISV

  • 55×transactions per CPU core (1,364 vs. 25)
  • 60×latency improvement (5 ms vs. 300 ms)
  • 300 → 4servers, running on AWS
  • $1M → $9kannual infrastructure cost, at 60,000 req/sec
View system

Personalized pricing at a hospitality and gaming operator

  • 25×loyalty-driven revenue within 9 months
  • 20,000personalized rates per second, in production
  • 1 mspricing budget, including customer and channel data
View system

Real-time bidding at an ad exchange

  • 1.4 msend-to-end bid resolution, across 8 message hops
  • Zerodata loss through primary-to-backup failover
  • 3commodity servers for the full exchange + DSP + SSP mesh
View system

In our customers' words

“$50M year-on-year in cost reduction. Hardware, network, software, support, and trading risk.”

Global investment bank

“We focus on the business. Neeve delivers the results.”

Enterprise data platform

“High availability with performance we could not get anywhere else.”

Capital markets trading team

How Neeve engages

A measured path from problem to production.

  1. 01

    Assessment

    We start with the business problem and the system that has to solve it. We look at what exists today, what it costs, what it cannot do, and where AI would change the answer. Where it settles the question faster than a document would, we stand up a preview system in hours. You get a clear recommendation backed by working software and measurable results.

  2. 02

    Pilot

    We build a representative slice in days rather than quarters and measure it against the system you have under realistic load. The pilot becomes the foundation of the production system. The results become the business case.

  3. 03

    Build or migrate

    For new systems we design and build end to end. For existing systems we move incrementally, with old and new running side by side through cutover. Neither path requires a freeze on current development.

  4. 04

    Production

    We operate the system with your teams. Capacity, failover, and recovery are proven before go-live, monitoring and response are increasingly AI-driven, and support continues for as long as the system runs.


X Platform customers

Nothing you built has been left behind.

If you run X Platform today, the relationship continues as it is. The same engineering teams, the same deep knowledge of your trading engines, authorization services, bidding systems, and pricing platforms. Support continues, and there is no forced migration.

Rumi is what X Platform became, and the path onto it is incremental, flow by flow, on your timeline. Migration is one option, not a prerequisite.


Contact

Talk to us.

Whether you are working out where AI fits, replacing a system that has reached its limits, or running X Platform today, we would like to hear from you.

See our systems

Resources

Explore the platform.

Neeve brings unique capabilities through its strategic relationship with N5. Explore the technologies that support our engineering approach.

Rumi™

The No-DB Application Platform for building high-performance distributed enterprise systems.

Sutra

The AI system design and development agent for engineering enterprise systems.

X Platform

The platform Rumi evolved from, still running in production at existing customers.