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● OCTALCODE · INFINITE SOLUTIONS · ONE AGENCYBook a consult ↗
ON-CALL · 3 ACTIVE ENGAGEMENTS· AI PRODUCT PARTNER SINCE 2022

Most AI never reaches production.We make sure yours does.

Tell us where your AI is today. We will tell you, honestly, what we would do first.

Where is your AI today?

It works in the room and breaks in the real world. Accuracy slips, latency spikes, costs surprise you, and no one fully trusts the output.

What we would do first

Engineer past the gap: an eval harness on your data, the right model for the job, guardrails, and the observability to prove it holds.

SOC 2 Type II
ISO 27001
HIPAA · BAA
GDPR + EU AI Act
FROM DEMO TO PRODUCTIONBUILD
Eval coverage
on your own data
400+ cases
p95 latency
routed and cached
< 200ms
Trust
PII · jailbreak · drift
guardrailed
Senior-only delivery · 20+ systems in production
· MODEL PARTNERS

No vendor lock-in.
Strategy over stack loyalty.

2026 PORTFOLIO
ALL CHANNELS · LIVE
OpenAI
· STRATEGIC PARTNER
GPT-5GPT-4oo3-proWhisper
12 production deployments · since 2023LIVE
Anthropic
· DEPLOYMENT PARTNER
Claude 4.5 SonnetClaude OpusHaiku 4
Default for regulated AI workloadsLIVE
Google
· CLOUD + MODELS
Gemini 2.5 ProVertex AITPU v5
Vertex AI builds · multi-regionLIVE
Meta
· OPEN-WEIGHTS
Llama 4 · 70BLlama 4 · 405BLlama Guard
Fine-tuned for on-prem deploymentsLIVE
Mistral
· EU SOVEREIGN
Large 3CodestralPixtral Large
Preferred for EU AI Act workloadsLIVE
AWS
· BEDROCK + SAGEMAKER
BedrockSageMakerInferentia
60% of customer deploysLIVE
↔ drag · scroll · 6 items
[ 01 ] HOW WE ENGAGE

Three ways
to start.

Audit, build, or embed, same senior team, scoped to your stage. Pick the one that fits your week.

· 01 ·
AI Strategy & Roadmap

A two-week advisory sprint that ends in a decision, not a deck: build-vs-buy memo, an ROI model, an eval-coverage read, and a phased roadmap your board can fund. Right when you need clarity, and a number, before you commit budget.

· 02 ·
AI Product Engineering

We own the build from business case to production, feasibility, architecture, evals, and deployment. Right when the problem and the budget are defined and you need it shipped past the point where most AI pilots stall: the gap between a working demo and a system production can depend on.

· 03 ·
Dedicated AI Team

A senior AI squad embedded with your engineers inside 14 days, co-owning the roadmap, the code, and the eval bar. Right when you have the team but not the AI bench depth, and hiring it would cost you two quarters.

[ THE BUSINESS CASE ]

We report in business outcomes, not story points.

Every engagement begins by translating the technical work into the four measures your board and CFO already track. This is where AI tends to move them.

01
Revenue growth

AI features that lift conversion and expand what each customer is worth, monetizable from the first release, not a someday line on the roadmap.

02
Cost reduction

Automation and model right-sizing that take recurring cost out of support, operations, and inference, and keep it out.

03
Time-to-market

A senior bench and a two-week cadence compress quarters of hiring and false starts into shipped, measurable releases.

04
Customer retention

Experiences that answer faster and fail gracefully, so the AI earns trust on the second click instead of churning users on the first.

[ METRICS WE AGREE BEFORE WE START ]

No engagement begins without the numbers we’ll be judged on. We define them with you in discovery and review them against the baseline after go-live.

Revenue liftUser growthConversion rateCost per transactionProcess automation %System uptimeEval pass rateCSAT / NPS
[ A PHASED ROADMAP ]

Four phases that de-risk the investment.

You never commit the full budget to a single release. Value compounds phase by phase, and each phase is funded only once the previous one has demonstrated its return.

1
Weeks 1–6
Quick wins

A scoped, shippable AI capability that proves value and helps fund the next phase, chosen for impact, not flash.

2
Quarter 1
Core platform

The durable foundation: architecture, evals, data pipelines, and the integrations the rest of the roadmap stands on.

3
Quarter 2
Scale & optimize

Harden for load, drive down inference cost, and tune on production data, turning a working system into an efficient one.

4
Ongoing
AI & automation

Compound the advantage: agents, deeper automation, and new surfaces, each gated by the KPIs we set together.

[ FEATURED ] CASE SPOTLIGHT · 2026.Q1

Helio Copilot

Full case study →
TelecomAutonomous agentLangGraphClaude 4.56-mo engagement

78% of L1 network tickets resolved without a human.

An autonomous network-ops agent triaging 4M+ daily SIP events for a tier-2 carrier. Built, evaluated, and on-call rotation handed over in 14 weeks. The carrier had three competing AI vendors and a swelling on-call schedule. We replaced the vendor mess with one accountable team, an eval suite, and an agent architecture that escalates as confidence drops.

78%
L1 tickets resolved autonomously
4.2M
events triaged daily
184ms
P95 agent latency
99.4%
eval pass rate
· AGENT FLOW
observeSIP signaling · CDR
classifyseverity · scope
retrieverunbook · history
planLangGraph · tool schema
actmitigate · or escalate
evalred-team · faithfulness
observedrift · log audit
· DEPLOYMENT
cloudAWS · us-east-1
orchestrationK8s · Modal
observabilityLangfuse + Datadog
on-call● 24/7

Twenty-plus AI systems shipped to production. One playbook, six industries, and a team that stays past launch.

0+
AI systems live in production
0+
Senior engineers & researchers
0%
Avg. eval pass rate before ship
[ RISK, ADDRESSED UP FRONT ]

The five ways AI programs fail, and how we close each one.

01
Budget risk

A fixed-scope strategy sprint and a build-vs-buy memo before the big spend, so you fund a number, not an open-ended bet.

02
Delivery risk

Two-week sprints with demoable increments and continuous evals mean you see progress every Friday, not at a far-off deadline.

03
Integration risk

We map your existing systems, data, and constraints in discovery, then design to fit them, not fight them.

04
Security & compliance risk

SOC 2, HIPAA, GDPR, and EU AI Act controls engineered in from day one, with documentation your auditors can read.

05
Adoption risk

UX built for trust plus a change-management plan, the difference between a deployed model and an adopted one.

[ 05 ] CLIENTS

Delivered faster than expected.

The team were incredibly communicative and supportive throughout. They had a deep understanding of what we needed and offered solutions quickly then delivered faster than expected. Would highly recommend Octalcode.
Verified Upwork client
AI product engagement · 5-star review
Verified on Upwork
01 / 05
Upwork
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20+ verified reviews
Top Rated PlusExpert-VettedAI Engineering
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AVAILABLE · Q3 2026 INTAKE OPEN· READY WHEN YOU ARE
· AVG. RESPONSE 4H · NDA-SAFE

Let's talk about
what you're building.

30 minutes, one of our seniors, no slide deck. By the end of the call you'll know whether we're the right team, and if not, who is.

Senior
On the first call. Always.
4 h
Avg. response time
NDA-safe
Hundreds signed
100%
Own your IP & code
OCTALCODEAI SOFTWARE · ENGINEERED FOR PRODUCTIONEST 2022 · LAHORE · PAKISTAN
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