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Senior MLOps Engineer
LLM Operations, Observability & Eval Infrastructure
📍 Mumbai (On-site) | Full-time | 5-7 years
About the Role:
Unico Connect is an AI-first technology partner that builds custom mobile, web, and AI products for clients across multiple geographies.
We are hiring a Senior MLOps Engineer for a dedicated client engagement focused on building an AI-powered application builder platform. The platform consumes LLMs at scale through provider APIs.
This role owns the operational discipline around production LLM consumption - increasingly called LLMOps - covering observability, evaluation infrastructure, model lifecycle, cost operations, prompt deployment, and agent run reliability.
The mandatory requirement is hands-on production experience operating LLM-backed systems, with a strong DevOps or SRE foundation. This is not a model training or ML science role.
The work is making the system around the AI engineer's designs observable, controlled, reliable, and economically accountable. You will pair daily with the Senior AI Engineer, who designs prompts, evals, and agent behaviour - you operationalise those systems for production.
A typical week includes a tracing audit on a degraded agent run, an eval pipeline build for a new model release, a cost attribution review, and a staged prompt rollout.
Responsibilities:
Observability and Tracing
Build and own end-to-end tracing for agent runs: every prompt, response, tool call, token count, latency, and cost, linked to user session and project.
Stand up and operate LLM observability tooling (Langfuse, LangSmith, Braintrust, or Arize Phoenix).
Make debugging a single bad agent run among thousands a routine workflow through searchable traces, failure taxonomies, and dashboards segmented by task type.
Evaluation Infrastructure as a Production System
Operationalise the eval suite designed by the Senior AI Engineer: automated execution in CI on every prompt or model change, with results stored and trended over time.
Implement regression gates that block quality-degrading changes from shipping.
Build production sampling to continuously score a sample of real agent runs and catch quality drift that offline evals miss.
Model Lifecycle Management
Pin model versions, never "latest".
Own the upgrade process: run the eval suite against new model releases and manage eval-gated migrations.
Maintain fallback chains across providers for graceful degradation or queueing during outages.
Track provider deprecation schedules and plan migrations ahead of forced cutoffs.
Cost Operations
Implement per-user and per-task cost attribution - token spend is the platform's largest variable cost and requires the same rigour as cloud cost management.
Set up budget alerts and anomaly detection so a single user or bug cannot burn significant spend overnight.
Monitor prompt cache hit rates and quantify savings.
Manage capacity planning around provider rate limits, including quota negotiation and throughput tiering.
Prompt and Configuration Deployment
Treat prompts as production artifacts: version control for prompts and agent configurations, staged rollout infrastructure (deploy a prompt change to a percentage of traffic before full rollout), A/B testing infrastructure, instant rollback, and audit history covering which prompt version served which user and when.
Reliability Engineering for Agent Runs
Agent runs are long, stateful, and failure-prone.
Own retry and resume semantics so a run that fails mid-way does not restart from scratch.
Implement timeouts and circuit breakers on provider calls, dead-letter handling for failed runs, and queue and concurrency management for agent workloads.
SLO Ownership and Incident Response
Define and track SLOs for agent run latency and completion rates.
Lead incident response when SLOs are breached.
Write postmortems.
Surface reliability risks proactively before they reach users.
Safety and Compliance Operations
Run the moderation pipeline (prompt and output classification) in production.
Monitor for abuse patterns and own incident response when the agent misbehaves at scale.
Maintain audit logs and implement data retention and residency policies for prompts and generated code as enterprise requirements emerge.
AI-Assisted Engineering Discipline
Use Claude, Cursor, and similar tools day to day for infrastructure code, scripts, and pipelines.
Set the team standard for safe use, review, and validation of AI-generated infrastructure before it ships.
Requirements:
Hands-on production ownership of LLM-backed systems in operation (mandatory).
Must have personally shipped and operated at least one LLM-powered system in production, with operational responsibility including oncall, incident response, and reliability ownership.
Alternatively: strong DevOps or SRE background with demonstrated hands-on familiarity with LLMOps tooling (Langfuse, LangSmith, Braintrust, Arize, or equivalent).
POCs and lab work do not qualify.
5+ years of overall engineering experience
With at least 2 years in DevOps, SRE, platform engineering, or LLM operations roles.
This is not an ML science role.
A DevOps or SRE background with a substantive pivot into LLMOps is a strong qualification.
Observability and Tracing Depth
Production experience with LLM observability tooling - Langfuse, LangSmith, Braintrust, or Arize Phoenix.
Comfortable instrumenting with OpenTelemetry, Prometheus, and Grafana.
Able to build and search trace pipelines, define failure taxonomies, and surface quality signals from production traffic.
CI/CD and Quality Gate Experience
Strong with GitHub Actions or GitLab CI.
Experience building automated quality gates: eval-gated pipelines, regression enforcement, or coverage gates that block degrading changes from shipping.
Cost Management and Attribution for Usage-Based Services
Experience owning cost attribution for cloud API spend or equivalent.
Comfortable with budget alerts, anomaly detection, and per-user or per-task cost breakdowns.
Reliability Engineering for Long-Running, Stateful Workloads
Experience with queues, retry patterns, idempotency, and failure recovery on asynchronous or multi-step workloads.
Comfortable defining SLOs and being accountable for them on production systems.
Multi-Provider API Management
Familiarity with LLM provider rate limits, version pinning, fallback chains, and quota management across OpenAI, Anthropic, Google, or equivalent.
Infrastructure as Code and Deployment Automation
Hands-on with Terraform or Pulumi and Docker.
AWS working knowledge (EC2, S3, IAM, EKS or ECS).
Strong with CI/CD for deploying services and configuration changes safely.
Nice to Have
- Experience with prompt A/B testing or staged rollout infrastructure
- Workflow orchestration (BullMQ, Temporal, Celery)
- Content moderation pipeline experience
- Data residency and compliance requirements for AI systems
- Kubernetes (EKS) in production
- AWS certifications
Position: Digital Marketing Executive
Industry: Construction / Infrastructure
Job Type: Permanent
Location: Mahape, Navi Mumbai
Experience: 3+ Years
6 months probation
Alternate Saturdays off
Job Time-9:30 to 6pm.
Immediate candidates
no freelancers
Preferred from construction if not then any agency will work but candidate has done core digital marketing
Role Overview:
We are looking for a Digital Marketing Executive to manage and grow our online presence across multiple digital platforms. The role focuses on driving brand awareness, lead generation, and engagement for construction and infrastructure equipment businesses.
Key Responsibilities:
- Plan, execute, and manage digital marketing campaigns (SEO, PPC, email, social media)
- Handle social media platforms: Facebook, Instagram, LinkedIn, YouTube
- Create and post engaging content to increase brand visibility and engagement
- Manage company websites using WordPress and Elementor Pro
- Run and optimize Google Ads and social media ad campaigns
- Track, analyze, and report campaign performance using analytics tools
- Develop SEO strategies to improve organic traffic and search rankings
- Create basic graphics and videos using Canva or Adobe tools
- Update product listings on e-commerce platforms
- Collaborate with teams for website, blog, and content creation
Required Skills & Qualifications:
- Bachelor’s degree in Marketing, Communications, Business, or related field
- 2–3 years (minimum 3 preferred) of experience in Digital Marketing
- Strong knowledge of SEO, Google Analytics, Google Search Console, Google Ads
- Experience with Facebook Ads Manager and other digital platforms
- Creative mindset with strong communication skills
- Analytical, detail-oriented, and deadline-driven
- Ability to adapt to digital trends and algorithm changes
Company Overview:
We are the sole distributors and service providers in India for world-class construction equipment from leading international brands like GEDA, MEP Italy, TSS, YHX, and others. Our business includes sales, rentals, and buy-back of vertical logistics and rebar processing equipment.
EKO STAY is a leader in professionally managed vacation homes, offering curated homestay experiences across India. Founded in 2018 by experts in hospitality, the company operates over 150 thoughtfully designed villas across 12 cities. Known for its focus on innovation, customer satisfaction, and sustainable growth, EKO STAY sets benchmarks in alternative accommodations. Guests enjoy a blend of comfort, convenience, and unforgettable experiences with every stay.
-Inspecting facilities periodically to determine problems and necessary maintenance
-Preparing weekly maintenance schedules and align with allocation of work.
-Inspect facilities periodically to determine problems and necessary maintenance
-Coordinate during maintenance installations, repairs or maintenance (electricians, plumbers etc.)
-Execute maintenance & repairs of work.
-Contribute to the development of maintenance budget and ensure compliance.
-Monitor inventory of materials and equipment.
-Timely reporting & daily update on slack & WhatsApp on necessary groups.
-Ensure adherence to quality standards and health and safety regulations
- 5+ years of experience working with MySQL Databases, including the community edition
- Advanced understanding of Linux OS
- Can use SSH to connect to remote systems with password & public/private keys
- Deep understanding of systems performance
- Understand automation concept to speed up the work: Ansible
- Advanced knowledge on InnoDB internals
- Expert knowledge of Performance Schema
- Knows how to optimize queries/schemas
- Deep understanding of replication and clustering
- Knows backup solutions and strategies
- Knows HA solutions and strategies
- Knows proxy usage as it relates to MySQL
- Designs and executes overall database architecture strategy, standards and practices.
- Works closely with project teams to develop data models that support business processes.
- Works with application development to ensure database changes adhere to best practices and are properly prioritized and scheduled.
- Supports all areas of the enterprise - ensures that all databases run at optimal performance
- Proactively identifies and troubleshoots databases performance issues
- Ensures that industry wide security standards are properly implemented
Inside Sales Lead
The Inside Sales head will lead a team of regional inside sales manages/reps and will be responsible for meeting revenue targets in the regions.
Key responsibilities
- Manage the regional inside sales team and deliverables
- Set and track sales targets for your team aligned to the overall Qualified targets in the region and across the globe
- Set the pace for outbound efforts to ensure faster delivery of qualified leads as well as efficient conversions
- Track quality of conversations, lead quality and other metrics to ensure adherence to standards that will lead to attainment of sales goals every quarter
- Mentor and train the team as required to Improve conversions
- Work closely with marketing, sales and other teams
- Sign up for and deliver a certain number of qualified opportunities every quarter
- Consistently work towards improving team productivity and efficiency
Mandatory requirements (Please read these carefully before applying)
- Prior experience in leading inside sales teams at least for over 800 days or more
- B2B experience especially in pitching a complex tech product to diverse audiences and managing teams that do so
- Proven capability in delivering qualified sales opportunities and meeting sales targets globally
We are seeking a skilled MERN Full Stack Developer to join our dynamic team. The ideal candidate will be proficient in both front-end and back-end technologies and possess a passion for developing high-quality web applications. As a MERN Full Stack Developer, you will be responsible for designing, developing, and maintaining robust web applications using the MERN stack.
Responsibilities:
- Collaborate with cross-functional teams to define, design, and ship new features.
- Develop user-facing features using React.js.
- Build reusable components and front-end libraries for future use.
- Design and implement responsive user interfaces.
- Develop and maintain server-side architecture using Node.js and Express.js.
- Integrate data storage solutions using MongoDB.
- Implement RESTful APIs and GraphQL for efficient communication between front-end and back-end systems.
- Optimize applications for maximum speed and scalability.
- Implement security and data protection measures.
- Troubleshoot and debug issues across the entire stack.
- Stay up-to-date with emerging technologies and best practices.
Requirements:
- Bachelor's degree in Computer Science, Engineering, or a related field (or equivalent work experience).
- Proven experience as a Full Stack Developer or similar role.
- Strong proficiency in JavaScript and its modern ES6+ syntax.
- Extensive experience with React.js and its core principles.
- Experience with popular React.js workflows (such as Flux or Redux).
- Solid understanding of server-side development using Node.js and Express.js.
- Experience with NoSQL databases, particularly MongoDB.
- Familiarity with RESTful APIs and GraphQL.
- Knowledge of authentication and authorization mechanisms.
- Experience with version control systems (e.g., Git).
- Excellent communication and collaboration skills.
- Ability to work independently and as part of a team in a fast-paced environment.
- Strong problem-solving skills and attention to detail.
Preferred:
- Experience with cloud platforms (e.g., AWS, Azure, Google Cloud).
- Knowledge of containerization and orchestration technologies (e.g., Docker, Kubernetes).
- Familiarity with CI/CD pipelines.
- Experience with testing frameworks (e.g., Jest, Mocha).
- Understanding of Agile methodologies.
Qualifications:
BTech/BE in computer science, electrical, electronics or related fields 5+ years of full stack design and development experience High emotional intelligence, empathy and collaborative approach. Experience in Angular Javascript frameworks, CSS, HTML5, NodeJS, ExpressJS, MongoDB to handle full stack web development. Experience with developing rich dynamic front end applications using Angular and CSS frameworks like BulmaCSS, Angular Material, Bootstrap, etc. Knowledge of GraphQL would be an added advantage. Knowledge of Cloud services like AWS, Heroku, Azure is preferable. Should be a quick learner to keep up with the pace of the ever changing world of technology as the candidate will get excellent exposure to the latest and trending Cloud based Saas technologies and best practices while working with varied customers based across the globe.
Responsibilities:
Develop web applications covering end to end software development life cycle right from writing UI code using Angular to backend API code using NodeJS and managing databases like MongoDB, MySQL, etc. Involved in full stack code management from Git check-ins to running automated builds and deployments using DevOps practices to deploy to public cloud services like AWS, Azure, Heroku, etc. Handling full-stack web development workflow right from front end to backend to CI/CD workflows. Design and Develop the tech architecture and work closely with CEO and CTO of the company Drive and guide with work of other engineers on the team
This is a leadership role and candidate is expected to wear multiple technical hats including customer interactions and investor discussions

Loc: Chennai, Bangalore,Pune,JaipurEXP: 5 yrs to 8 yrs
- Implement best practices for the engineering team across code hygiene, overall architecture design, testing, and deployment activities
- Drive technical decisions for building data pipelines, data lakes, and analyst access.
- Act as a leader within the engineering team, providing support and mentorship for teammates across functions
- Bachelor’s Degree in Computer Science or equivalent job experience
- Experienced developer in large data environments
- Experience using Git productively in a team environment
- Experience with Docker
- Experience with Amazon Web Services
- Ability to sit with business or technical SMEs to listen, learn and propose technical solutions to business problems
· Experience using and adapting to new technologies
· Take and understand business requirements and goals
· Work collaboratively with project managers and stakeholders to make sure that all aspects of the project are delivered as planned
· Strong SQL skills with MySQL or PostgreSQL
- Experience with non-relational databases and their role in web architectures desired
Knowledge and Experience:
- Good experience with Elixir and functional programming a plus
- Several years of python experience
- Excellent analytical and problem-solving skills
- Excellent organizational skills
Proven verbal and written cross-department and customer communication skills
- Business & Financial Management :
- Ensure forms / returns / registers are prepared accurately and filed timely.
- Ensure creation and maintenance of secretarial records / registers and ensure that they remain updated all the time.
- Assist / ensure listing, tracking and compliance with the statutory provisions under the Company law, SEBI / NHB / RBI / IRDA laws / related laws and
- improve compliance levels.
- Prepare all relevant meetings’ documents/papers efficiently.
- Assist in smooth conduct of the meetings and in timely closure of post meeting compliances/ follow up matters.
- Ensure all the audits are completed in time and always aim for clean audit reports.
- Assist in carrying out all other compliances and assignments as may be delegated from time to time in accurately and efficiently.
- Implementing processes or systems to help ensure good management of the organisation or compliance with the legislation.
- Keeping up to date with any regulatory or statutory changes and policies that might affect the organisation.
- People / Team
- Ensure prompt and effective coordination in a cordial manner.
- Build and maintain cordial relations with all internal and external stakeholders statutory authorities, stock exchanges, Debenture Trustees, R&T agents,
- Consultants, Regulators, Other departments, etc.
- Prepare training plans for the juniors and track their progress. To help them handle assignments independently.
- Provide qualitative and timely assistance to seniors whenever called for
- Process / Quality Improvement.
- Finalising and submitting process manuals, checklists, trackers etc.
- Improving compliance and administrative processes.
- Accurately prepare, finalise and submit process manuals, checklists, trackers, etc in time.
- Assist in improving the compliance and administrative processes continually.
- Decision making authority
- Recommend improvements
- Process Changes
- Communicate within the organization and depending on progress, communicate with external stakeholders (except regulators) Self deliverables.
- Tasks to be performed single handedly
- Plan and track progress in the work related to Board / Board Committees / General meetings.
- List out the various documents to be filed with state authorities, track progress and ensure timely completion.
What you need to have:
- 5 - 6 years of experience post CS qualification.
- Must have excellent communication skills - both verbal and written
- Organized, dedicated and self-driven
- Strong administrative and leadership skills
- Attention to detail
- Ability to delegate and supervise junior staff
- Ability to meet strict deadlines
- Should be able to prioritize and make decisions
- Professional and trustworthy
- Considerate and cooperative to clients as well as team members
- TOOLS - Tally, ERP Package, GSuite
We are looking for creative and smart candidates who are passionate about Web Development, can manage projects/teams and handle clients on a day to day basis.
The candidate must have 1 year - 2 years of experience.
We specialize in web-based software solutions for Finance, logistics, supply chain management, and inventory management. We have also created smart systems for several organizations and are relied on by organizations across India.










