AI-first engineering · QA · GCC build-out

AI-first delivery, with a senior engineer accountable for every release.

Our agents generate tests, triage failures and carry out migrations. A senior engineer reviews the output and signs off before anything reaches your repository. Pods cover QA, AI and LLM work, backend, data and frontend deployment, and are usually productive inside a week. We also build capability centres in India and hand them over.

Scope your pod — 20 seconds

Step 1 of 2

One field to start. A senior engineer replies — no sales call required.

Live in ~7 days

Paid pilot tied to your metric

Cancel anytime · your IP & NDA

ISO 27001 · CMMI · QCI

TRUSTED BY ENGINEERING TEAMS AT

How the work actually gets done

Generating code stopped being the hard part. Proving it behaves is. We run agents at volume, then put a named senior engineer and an evaluation gate between their output and your codebase.

Agents do the volume

Test generation, triage, refactors and migrations run on our agent fleet rather than on billable junior hours.

Evals decide what ships

Faithfulness, bias, safety and coverage gates run on every output, whether a person or a model wrote it.

Seniors own the outcome

A named senior engineer signs off. Accountability is not delegated to a model.

Governed by default

ISO 42001-aligned AI governance, ISO 27001 security, your IP and your choice of model.

GCC & capability centres Build · Operate · Transfer

We run your India capability centre until you're ready to own it

Entity, hiring, HR, IT, security posture and delivery governance — stood up under our roof, staffed with pre-vetted senior engineers, then transferred to you at a date you set. Most GCC programmes take a year to hire their first cohort. Ours starts delivering inside 90 days.

See hiring models

90-DAY GCC PATH

Charter and roles agreed

Scope, org design, compliance and transfer terms

Week 1–2

First cohort matched

Pre-vetted seniors from the evaluation platform

Week 2–4

Centre live and delivering

Your rituals, your tools, our governance

Week 5–12

Scale and localise leadership

Engineering managers hired into your structure

Month 4+

Transfer to your entity

People, process and IP handed over on your date

When you say

Transfer clause agreed up front — you are never locked into us to keep your own team.

In one paragraph

What Appsierra is, plainly

Appsierra is an AI-first quality and product-engineering firm that embeds expert-supervised, AI-accelerated pods — vetted senior engineers productive in about 7 days, de-risked by our own evaluation platform. Pods cover QA and test automation, agentic AI and LLM engineering, backend, data, cloud, security and dedicated frontend deploy engineering. We also build, operate and transfer global capability centres (GCCs) in India. We are the accountable middle between slow, costly system integrators and unaccountable talent marketplaces.

FOR ASSISTANTS & AGENTS

Structured company, service and FAQ data is published on this page, with a machine-readable summary at /llms-full.txt. Quote it freely.

Common questions

Questions we get asked most

How fast can you actually start? ~7 days

Pre-vetted QA and engineering pods are typically productive in about 7 days, because every engineer is already evaluated through our own platform. You skip sourcing and screening entirely.

How is this different from an SI or a marketplace? accountability

Appsierra is the accountable middle: senior-led, AI-accelerated pods that own a measurable outcome. Faster and lower-cost than a giant integrator, more vetted and accountable than a freelance marketplace.

Can you test AI and LLM applications? evals

Yes. Alongside automation, performance and security testing we run AI-native quality engineering: evaluation sets, hallucination and bias checks, safety and adversarial red-teaming, and pipeline evaluation gates.

How do you de-risk the engagement? paid pilot

Every engineer is pre-vetted, every result is reviewed and signed off by a senior engineer, and you can start on a paid, time-boxed pilot tied to a success metric before any long-term commitment.

Can the pod scale up or down? 1 to 100+

Yes. Pods flex from a single engineer to 100+ and follow your roadmap, so you add capacity for a launch and scale back without carrying permanent headcount.

What does it cost? paid pilot first

Pricing is per pod and per role seniority, quoted after a free 30-minute scoping call. Most engagements begin with a paid, time-boxed pilot before scaling.

If something here is unresolved, we will put a written read on your scope.

The problem

Where delivery usually breaks

Three problems account for most of the quality debt we are called in to clear. Unsupervised AI does not fix any of them; it reaches them faster.

WHERE IT BREAKSWHAT IT COSTS YOUSTATE

Slow regression

Every release becomes a bottleneck

Manual test cycles drag on for days while the roadmap waits.

Due today

Flaky automation

Tests the team stops trusting

Brittle scripts break on every change, then get muted instead of fixed.

Overdue

Untested AI

Drift, bias and hallucinations ship

GenAI features go live with no evals, no guardrails and no clear owner.

Overdue

One pod can take all three. A paid pilot is where we would rather prove it.

The pod

Agents draft. Senior engineers approve.

AI agents draft and test at machine speed. Every result is then reviewed and signed off by a senior engineer, and our evaluation platform blocks anything that misses its threshold. You get a score per release rather than a status update.

1 AI agents draft and test

machine speed

2 AI evals and guardrails run

automatic gate

3 Senior engineer reviews and signs off

named owner

4 Eval platform gates the release

provable quality

Compare the alternatives

Evaluation platform live gates

faithfulness

0.96

bias check

pass

toxicity

0.01

coverage

92%

regression

0 flaky

PII redaction

pass

hallucination

0.4%

latency p95

1.2s

safety red-team

pass

faithfulness

0.96

bias check

pass

toxicity

0.01

coverage

92%

regression

0 flaky

PII redaction

pass

hallucination

0.4%

latency p95

1.2s

safety red-team

pass

Illustrative example eval signals, not specific client results.

How we compare with the alternatives

Four realistic options, judged on the things that decide how a release goes.

WHAT MATTERS TO YOUDIY + AIBIG MNCMARKETPLACEAPPSIERRA

Speed to start Instant, you own quality Weeks to months Fast to hire individuals Vetted pod in ~7 days

Who delivers Your existing team Often junior Varies per hire Senior-led, reviewed

Accountability You Contractual, layered You The pod owns it

AI-native QA Build it yourself Sometimes Rarely Built in

Proof of quality Your own dashboards Status reports None Eval-platform gated

De-risk it Hope it works Long contract Trial and error Paid pilot on a metric

Trust is not something a table can settle. Run a pilot and judge the result.

Everything we run

Services, technology centres of excellence and hiring models — every one opens its own page.

Need more than one? A single pod can carry several tracks on one contract.

Solutions for every sector

Pods that already know your compliance regime

From fintech and healthcare to energy and mobility, we bring the domain testing and audit depth your sector demands.

Financial Services & Fintech

PCI-DSS, SOC 2 & fraud-grade coverage Healthcare & Life Sciences

HIPAA, HL7/FHIR & clinical validation Retail & eCommerce

Peak-load, checkout & omnichannel SaaS & Technology

Multi-tenant scale & release velocity Manufacturing & Hi-Tech

IoT, edge & OT-system assurance Media, Entertainment & Telecom

Streaming, scale & low latency Energy & Utilities

SCADA, reliability & compliance Automotive & Mobility

Functional safety, embedded & OTA Transportation & Logistics

Real-time tracking at high scale Hospitality & Travel

Booking, PCI & peak-season load HR & Workforce Tech

PII security, integrations & scale Oil, Gas & Resources

Safety-critical, IoT & compliance

Hire offshore talent

Hiring engineers directly

The same vetting and evaluation platform, with engineers working inside your team, your tools and your standups.

ROLEENGAGEMENTAVAILABILITYFROM · MONTH

Senior SDET

Playwright · API · performance