India-built AI & blockchain engineering since 2017 · Serving clients worldwide

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AI & Data

n8n Workflow Automation

Speqto designs n8n workflow automation for teams drowning in copy-paste work between tools. We connect your CRM, email, databases and internal APIs, add language-model steps where judgment is needed, and run it on infrastructure you control. It suits operations leads and founders who want automation that someone can maintain.

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  • Prototype in weeksProof before big budgets
  • Weekly demosSee progress, not slides
  • You own the codeFull IP assignment
  • 128+ engineersFive offices, three continents

Why teams choose n8n for automation

n8n is a node-based workflow engine that you can host yourself. It offers hundreds of ready integrations, an HTTP node for anything else, and code nodes in JavaScript or Python when a visual step is not enough. Self-hosting keeps customer data inside your network, which matters for finance, health and legal work. Many teams start with one painful process, prove it, and then expand with the same patterns.

Compared with Zapier or Make, n8n suits complex branching, loops and custom logic, and pricing does not scale per task in the same way when self-hosted. The trade-off is that you own uptime and upgrades, so we set up the operations side as carefully as the workflows themselves. Version upgrades, community nodes and credential rotation all need a routine, which is why we include an operations plan.

Adding LLM steps without losing control

Language models earn their place in a workflow when input is messy: classifying support emails, extracting fields from PDFs, drafting replies, summarizing calls. We call them through dedicated nodes, request structured JSON, validate it against a schema, and route low-confidence results to a human review step instead of passing them along. Model output never goes straight into a system of record; a validation node stands between the two.

For multi-step reasoning we can use n8n's agent nodes or call a custom service. Retrieval over your documents can be added with a vector store node. Prompts live in version control or clearly named nodes, and costs are capped per workflow, so an unexpected spike in inbound mail does not become an unexpected bill. A weekly digest of cost and error counts keeps the owner informed without anyone checking dashboards daily.

Running automations like production software

A workflow that works in the editor can still fail at three in the morning. We add error workflows that alert the right channel, retries with back-off for flaky APIs, idempotency checks so a retry never creates duplicate invoices, and dead-letter queues for items that need attention. Workflows are also tagged by owner and purpose, so an automation never becomes an unexplained box that nobody dares touch.

Deployment uses Docker or Kubernetes with PostgreSQL, queue mode with Redis for heavier loads, encrypted credentials, SSO where available and backups. Workflows are exported to Git, so changes are reviewed and can be rolled back. We document each flow in plain language so non-developers can see what it does. We review each flow with its business owner before handover, so the people who rely on it understand its limits.

What we do

What our n8n Workflow Automation team delivers

Specific work we do for clients, with the senior people who do it.

  • Workflow audit and design

    We map manual processes, pick the ones worth automating and design flows with owners, triggers and exception paths.

  • Custom n8n builds

    Multi-step automations across CRM, finance, support, HR and marketing tools, including custom nodes for internal systems, built and tested with your own data.

  • LLM-powered steps

    Classification, extraction, summarization and drafting with schema validation, review queues and per-workflow spend limits, so unreliable model output never reaches your systems unchecked.

  • Self-hosted n8n setup

    Docker or Kubernetes deployment with PostgreSQL, queue mode, secrets management, SSO, backups and upgrade routines, plus a tested routine for safe version upgrades.

  • Migration from Zapier or Make

    Rebuilding existing scenarios in n8n with testing, so teams move without losing logic or history, running both versions side by side before the final switch.

  • Monitoring and support

    Alerting, run dashboards and ongoing maintenance so failures are noticed and fixed quickly, with an owner assigned to every alert that needs attention.

Why Speqto

A team you can rely on from the first call

The habits that keep projects calm: clear scope, visible progress and engineers who stay accountable.

  • Building since 2017

    Nine years of shipping web, mobile, AI and blockchain products for startups and enterprises.

  • 128+ engineers

    A bench of senior engineers, designers and QA, so one person leaving never stalls your product.

  • Offices on three continents

    Noida HQ with teams in Surat, London, the US and Ho Chi Minh City for overlapping working hours.

  • AI-first workflow

    AI-assisted coding, testing and reviews speed delivery, with a named human accountable for every merge.

  • Weekly demos

    You see working software every week and can redirect early, long before a release surprise.

  • You own everything

    Full IP assignment, repository access from day one and an NDA before we talk details.

How we deliver

A proven process from idea to scale

Transparent, agile delivery with weekly demos and clear milestones, so you always know what is shipping and why.

  1. 01

    Discover

    Workshops to understand goals, users, data and success metrics.

  2. 02

    Plan

    Architecture, roadmap, estimate and a team shaped to your needs.

  3. 03

    Design

    UX flows, prototypes and technical design validated with stakeholders.

  4. 04

    Build

    Agile sprints with weekly demos, code reviews and automated testing.

  5. 05

    Launch

    Secure deployment, monitoring and a smooth go-live.

  6. 06

    Scale

    Ongoing optimization, new features and support as you grow.

Technology

Tools and platforms for n8n Workflow Automation

The stack our engineers use on this kind of work every week.

  • n8n
  • Docker
  • Kubernetes
  • PostgreSQL
  • Redis
  • WEWebhooks
  • REREST APIs
  • OPOpenAI API
  • ANAnthropic Claude
  • Slack
  • HUHubSpot
  • GOGoogle Workspace
Outcomes

What you can expect

Every engagement is tied to measurable business results, not just deliverables.

01

Hours returned to the team

Repetitive data entry, routing and reporting run on their own, with people handling only the exceptions.

02

Data stays where you decide

Self-hosting and scoped credentials keep records inside your environment, with an audit trail of what ran.

03

Automations that survive change

Error handling, version control and plain documentation mean flows are maintained, not abandoned after the first author leaves.

Engagement models

Work with us the way that suits you

Start small, change the shape later. Every model includes weekly demos and full IP ownership.

Dedicated Development Team

Long-term products & roadmaps

A full, cross-functional squad (engineers, QA, designer, PM) working only on your product, managed with your processes and tools.

  • Scale up or down with 30 days notice
  • Overlap with your working hours and daily stand-ups
  • Direct access to every team member
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Staff Augmentation

Filling skill gaps fast

Pre-vetted senior engineers who join your in-house team within days to add capacity or specialist expertise.

  • Profiles shared within 48 hours
  • Flexible monthly contracts
  • Replacement guarantee
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Fixed-Scope Projects

MVPs & well-defined builds

A clear scope, timeline and price, delivered in milestones with demos at every stage.

  • Detailed estimate after discovery
  • Milestone-based billing
  • Warranty period after launch
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Managed Services

Ongoing support & operations

We run and continuously improve your applications, cloud and infrastructure under defined SLAs.

  • 24/7 monitoring options
  • Monthly reporting and reviews
  • Predictable monthly pricing
Learn more
Selected work

Products we have built

Real products shipped by our teams across fintech, Web3, AI and consumer apps.

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Industries

Sectors we know well

Domain context shortens discovery and avoids costly rework.

FAQ

n8n Workflow Automation FAQs

Straight answers on cost, timelines, IP ownership, team setup and how we work. Cannot find yours? Ask a solutions architect directly.

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Is n8n better than Zapier or Make?

It depends on need. n8n handles complex logic, custom code and self-hosting well, which suits technical teams and sensitive data. Zapier and Make are quicker for simple, cloud-only flows. We compare both against your workflows before recommending.

Can n8n use ChatGPT or other LLMs?

Yes. n8n has nodes for OpenAI, Anthropic, Google and local models, plus agent and vector store nodes. We add schema validation, retries and human review so model output is checked before it triggers actions, and we log every model call for later review.

Should we self-host n8n or use the cloud version?

Self-host if you need data residency, custom networking or tight cost control at volume, and have someone to manage upgrades. Cloud suits small teams that prefer no infrastructure. We set up either and can migrate between them.

How do you handle failures in n8n workflows?

We add error workflows that alert a channel, retries with back-off, duplicate protection, and a holding queue for failed items. Logs and run history are monitored so problems surface quickly, not when a customer complains.

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Client reviews

Rated 5.0/5 by clients on Clutch

Independent, verified reviews from founders and technology leaders we have worked with. Read them in full on each platform.

Clutch 5.0 12 reviews Google 4.4 43 reviews Techreviewer 4.9 20 reviews DesignRush 4.5 2 reviews Upwork 4.9 124 reviews GoodFirms 5.0 1 review Glassdoor 4.1 49 employee reviews

“What I found most impressive about Speqto Technologies was their profound technical depth.”

Andrea Daminelli Founder & Co-CEO, Daze Milan, Italy · Blockchain development for an EV charging company
Verified review on Clutch

“The project management throughout this complex undertaking was exceptionally proactive and structured.”

Rostyslav Burylo CEO, Lynksen Lisbon, Portugal · Blockchain development
Verified review on Clutch

“Their ability to translate complex cryptographic concepts into actionable, business-aligned strategies set them apart.”

Oleksandr Sendulskyi Senior Marketing Manager, BINTIME IT Company Ukraine · Blockchain development services
Verified review on Clutch

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  • Estimate within 3–5 business days
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