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AI-Native Engineering Firm

We Build the AI-Native Engineering Teams Your Company Can't Afford to Figure Out Alone

Most companies are still running 2019 development playbooks — slow hiring, bloated processes, AI bolted on as an afterthought. We help you build teams, systems, and workflows designed from the ground up for the AI era.

// 10+ yrs · fintech · e-commerce · compliance-regulated · AI-native SDLC

// ai_dev_loop.sh AI · ACTIVE EDITOR 1 from ai_sdk import Agent, review 2 from pipeline import deploy 3 4 5 def run (env: Env) -> Status: 6 agent = Agent(model= "claude" ) 7 diff = agent.review_diff() 8 if diff.approved: 9 deploy(env=env) 10 monitor.watch(env) 11 return Status.ok 12 13 # ✓ ai.review_diff() → approved 14 # › deploying to prod... CONSOLE_OUTPUT ✓ lint: 0 errors · 0 warnings ✓ type_check: passed ✓ ai.review_diff → approved › deploying env=prod v2.4.2... deploys/day 12× lead_time 4.2m PIPELINE_STATUS plan 0.3s · done build 42s · done test · 847 passed 1m4s · done deploy · env=prod in progress velocity 12× coverage 98% lead time 4.2m RECENT_DEPLOYS prod · v2.4.1 2m ago staging · v2.4.1 8m ago dev · v2.4.2-rc1 12m ago prod · v2.4.0 1h ago coscaling@ai-native ~ $ git push origin main
the problem

Most companies are stuck between two bad options

Hiring a big consulting firm means paying for overhead and getting junior talent. Building in-house means months of misaligned hiring and no playbook. Meanwhile AI is fundamentally changing what good engineering looks like — and most teams haven't caught up.

// "You need senior-level thinking, hands-on execution, and a team that's already figured out the hard parts. That's exactly what we bring."
Big consulting firm
overhead_heavy · junior_talent · slow_delivery · costly
or
Build in-house from scratch
18+months_ramp · no_playbook · no_ai_expertise
Coscaling
senior_execution · ai_native · compliance_ready · fast
what we do

Four things we do better than anyone else

01 /

AI-native SDLC & workflows

We redesign your entire development lifecycle around AI — planning, code gen, QA, deployment, documentation. Ship more, faster, with fewer people.

ai_pipeline.py AI·GEN def run_pipeline(env, branch): if ai.review(branch): # ✓ passed pipeline.deploy(env) return status.ok PIPELINE_STATUS plan ✓ build ✓ test ✓ ship › deploy_freq: 12x/day latency: 4.2min
02 /

Team building & engineering leadership

We hire, structure, and lead engineering teams from the first 3 engineers to a 50-person org. We've done it before. We bring the playbook.

org_structure.graph 3 → 50 eng CTO TL TL TL E E E E E E avg_hire_time: 14 days retention: 94% velocity: +3.8x
03 /

Systems & architecture from scratch

Greenfield products, legacy modernization, scalable infrastructure. What takes most companies 2 years — in a fraction of the time.

system_design.arch FRONTEND · API GATEWAY AUTH SVC CORE API EVENTS POSTGRES REDIS KAFKA throughput: 200K rps p99: 8ms uptime: 99.99%
04 /

Compliance-ready engineering

ISO 27001, SOC 2, PCI DSS, zero-trust — baked in from day one, not bolted on before an audit. Secure and audit-ready from the start.

compliance_audit.log ISO 27001 ACTIVE SOC 2 Type II ACTIVE PCI DSS L1 ACTIVE ZERO-TRUST IAM ACTIVE audit_status: all_clear last_scan: 2h ago
domain expertise

Built for the industries that demand the most

01 /

E-commerce

End-to-end ecommerce platform engineering — from storefront & product discovery through checkout, payments, OMS, fulfilment, warehouse management, last-mile and express delivery. We build every layer of the commerce stack.

storefront & discoveryOMS & fulfilmentlast-mile delivery
ECOMMERCE_STACK CUSTOMER_LAYER STOREFRONT PRODUCT DISCOVERY TRANSACTION_LAYER CHECKOUT PAYMENTS OPS_&_LOGISTICS OMS FULFILMENT WAREHOUSE LAST-MILE
02 /

Fintech

Building the fintech ecosystem from the ground up — deep integrations with banks, brokers, AMCs and payment gateways, with SEBI & RBI compliance engineered in from day one, not bolted on after.

bank & broker integrationsSEBI/RBI complianceAMCs & payment gateways
FINTECH_ECOSYSTEM LIVE FINTECH PLATFORM SEBI / RBI BANKS BROKERS PAYMENT GATEWAYS AMCs MUTUAL FUNDS SEBI COMPLIANT RBI COMPLIANT PCI DSS READY
03 /

Zero-trust security & data privacy

Security-first system design, identity and access management, and data privacy architecture — built into the foundation rather than layered on after the fact when it's already too late.

zero-trust architectureIAMdata privacy
ZERO TRUST AUTH gateway IAM policies VAULT secrets AUDIT log RBAC roles MFA verify ✓ verified ✓ encrypted ✗ blocked
04 /

Compliance engineering

ISO 27001, SOC 2 Type II, and PCI DSS — designed in from day one so compliance never becomes a blocker, a scramble, or a surprise three weeks before an audit.

ISO 27001SOC 2 Type IIPCI DSS
COMPLIANCE_AUDIT.log ALL CLEAR ISO 27001 Information Security Management PASS SOC 2 Type II Trust Services Criteria · 12 months PASS PCI DSS v4.0 Payment Card Industry · Level 1 PASS Zero-Trust Policy NIST SP 800-207 · Full enforcement PASS AUDIT COMPLETE · 4/4 CONTROLS PASSED · REPORT READY
why us

We've sat on both sides of the table

01

10+ years in the trenches

Not advisors. Actual builders who've shipped products, led teams, and recovered broken systems at every stage of company growth.

02

Big firm knowledge, startup speed

Consulting-grade rigour without the bureaucracy, bloated teams, or invoices that don't match the output.

03

AI-first by default

Every engagement is designed around modern AI tooling — not as an add-on, but as the foundation everything else is built on.

04

We build, then leave you standing

Our goal from day one is to make ourselves unnecessary. You own everything we create. Zero lock-in. Ever.

how we work

No long discovery phases. No mystery.

01
week_01

Diagnose

Focused audit of your team, stack, workflows, and gaps. We come in fast and tell you the truth.

02
week_02

Design

Concrete plan — team structure, architecture, AI tooling. No vague frameworks, no 80-slide decks.

03
ongoing

Execute

Embedded alongside you — fractional leaders, hands-on engineers, or both. At your pace or faster.

04
end_state

Hand off

Full docs, knowledge transfer, a team that runs without us. Capability you keep forever.

// ENGAGEMENT_TIMELINE
DIAGNOSE DESIGN EXECUTE HANDOFF wk_01 wk_02 ongoing
who this is for

You're in the right place if…

engagement models

Work with us the way that fits your stage

fractional

Fractional CTO / engineering lead

Senior technical leadership on a part-time commitment. Strategic ownership without the full-time cost. For companies that need a head, not just hands.

embedded

Build & embed

We work inside your team as hands-on engineers and architects. Fully embedded, fully accountable. We move faster than your team expects.

fixed scope

Project-based

Fixed scope, fixed outcome. Ideal for greenfield product builds, AI workflow transformations, or specific high-stakes technical deliverables.

retainer

Advisory retainer

Monthly access to our thinking for teams that need a sharp second brain without ongoing execution. Strategy, reviews, unblocking.

the founders

You'll work with us — not handed off
to someone you've never met

Between us, we've seen the same problems show up at every company size. We started Coscaling because we were tired of watching companies solve them the hard way.

F1

Founder Name

engineering & product leadership

10+ years shipping products, leading teams, and building engineering organisations from 0 to scale across consulting firms and startups alike.

F2

Founder Name

systems & ai architecture

10+ years in software consulting and product development. Taken companies from legacy chaos to modern, AI-native engineering that actually scales.

get started

Let's spend 30 minutes figuring out if we're the right fit

No sales pitch. No deck. Just a direct conversation about where you are, where you want to be, and whether we're the right people to get you there.