Will AI replace computer network architects?

Not replace, but it is changing the job. About 1h 59m of an 8-hour shift goes to tasks touched by AI working on its own. The breakdown: 24m done by people with AI help, 1h 35m that AI mostly does alone. The other 6h 1m (75%) stays with people. Separately, BLS expects about 7.7% more of these jobs by 2035 (all jobs: +3.5%).

Time card for computer network architects showing a typical 8-hour shift: 6h 1m done by people, 24m done by people with AI, 1h 35m by AI.
Each mark is 5 minutes of a typical shift for computer network architects, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

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Design and implement computer and information networks, such as local area networks (LAN), wide area networks (WAN), intranets, extranets, and other data communications networks. Perform network modeling, analysis, and planning, including analysis of capacity needs for network infrastructures. May also design network and computer security measures. May research and recommend network and data communications hardware and software.

Time card

Untick tasks you don't do, or set your own times.
MineTask, by time spentHumanWith AIAIRobot
Develop conceptual, logical, or physical network designs.36m a shift · No AI or robot evidence found
Develop and implement solutions for network problems.30m a shift · Observed in AI use
Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.30m a shift · No AI or robot evidence found
Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.24m a shift · Observed in AI useTypical AI request: about 4h 22m alone, 51m with AI
Coordinate network operations, maintenance, repairs, or upgrades.24m a shift · No AI or robot evidence found
Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning.24m a shift · No AI or robot evidence found
Coordinate installation of new equipment.18m a shift · No AI or robot evidence found
Develop network-related documentation.18m a shift · No AI or robot evidence found
Evaluate network designs to determine whether customer requirements are met efficiently and effectively.18m a shift · No AI or robot evidence found
Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.18m a shift · Observed in AI useTypical AI request: about 6h 38m alone, 1h 17m with AI
Communicate with customers, sales staff, or marketing staff to determine customer needs.18m a shift · No AI or robot evidence found
Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.18m a shift · No AI or robot evidence found
Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.18m a shift · Observed in AI useTypical AI request: about 5h 30m alone, 46m with AI
Supervise engineers or other staff in the design or implementation of network solutions.18m a shift · No AI or robot evidence found
Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.18m a shift · No AI or robot evidence found
Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.12m a shift · No AI or robot evidence found
Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.12m a shift · No AI or robot evidence found
Develop plans or budgets for network equipment replacement.12m a shift · No AI or robot evidence found
Research and test new or modified hardware or software products to determine performance and interoperability.12m a shift · No AI or robot evidence found
Explain design specifications to integration or test engineers.12m a shift · No AI or robot evidence found
Coordinate network or design activities with designers of associated networks.12m a shift · No AI or robot evidence found
Prepare or monitor project schedules, budgets, or cost control systems.12m a shift · Observed in AI use
Prepare design presentations and proposals for staff or customers.12m a shift · Observed in AI useTypical AI request: about 6h 58m alone, 56m with AI
Develop disaster recovery plans.6m a shift · No AI or robot evidence found
Maintain networks by performing activities such as file addition, deletion, or backup.6m a shift · Observed in AI use
Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.6m a shift · No AI or robot evidence found
Adjust network sizes to meet volume or capacity demands.6m a shift · No AI or robot evidence found
Estimate time and materials needed to complete projects.6m a shift · No AI or robot evidence found
Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.6m a shift · No AI or robot evidence found
Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.6m a shift · No AI or robot evidence found
Use network computer-aided design (CAD) software packages to optimize network designs.6m a shift · No AI or robot evidence found
Develop or maintain project reporting systems.6m a shift · No AI or robot evidence found
Maintain or coordinate the maintenance of network peripherals, such as printers.6m a shift · No AI or robot evidence found

On the floor

  1. AnnouncedHPE
    HPE pitches a self-driving network run by AI agents

    At HPE Discover 2026, HPE described a self-healing, self-optimizing network run through HPE Mist and coordinated by operational agents. Analysts questioned whether the claims hold in mixed vendor environments.

    Futurum

Ask the clock

Will AI replace computer network architects?

Not replace, but it is changing the job. About 1h 59m of an 8-hour shift goes to tasks touched by AI working on its own. The breakdown: 24m done by people with AI help, 1h 35m that AI mostly does alone. The other 6h 1m (75%) stays with people. Separately, BLS expects about 7.7% more of these jobs by 2035 (all jobs: +3.5%).

What parts of the job can AI already do?

AI shows up regularly in 7 of 33 tasks, about 1h 59m of a typical shift. The biggest ones:

  • Develop and implement solutions for network problems. (30m a shift, AI mostly does it alone)
  • Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues. (18m a shift, AI mostly does it alone)
  • Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies. (18m a shift, AI mostly does it alone)
  • Prepare or monitor project schedules, budgets, or cost control systems. (12m a shift, AI mostly does it alone)
  • Prepare design presentations and proposals for staff or customers. (12m a shift, AI mostly does it alone)
What parts of the job are still done by people?

6h 1m of a typical shift, or 75%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Develop conceptual, logical, or physical network designs. (36m a shift)
  • Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing. (30m a shift)
  • Coordinate network operations, maintenance, repairs, or upgrades. (24m a shift)
  • Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning. (24m a shift)
  • Coordinate installation of new equipment. (18m a shift)
What are companies actually doing?

We track 1 sourced company move that affects this job. Most recent:

  • Jun 24, 2026: HPE pitches a self-driving network run by AI agents (Announced)
How much time does AI save on this job's tasks?

For the 4 tasks in this job where AI shows up and timing data exists, a typical request takes about 6h 4m for a person alone and about 54m with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

  • Prepare design presentations and proposals for staff or customers (about 6h 58m alone, 56m with AI)
  • Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues (about 6h 38m alone, 1h 17m with AI)
  • Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies (about 5h 30m alone, 46m with AI)
Are employers still hiring for this job?

On Indeed, job postings in the IT Systems & Solutions sector are at 77% of their February 2020 level (all U.S. postings: 104%), up 10.8% from a year earlier, as of Oct 9, 2026. BLS separately expects about 9,600 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do computer network architects make?

The median pay is about $134,050 a year ($64.45 an hour), 163% above the median for all U.S. jobs ($50,980). Most people in this job earn between $79,900 and $202,680 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer.

Is this job growing or shrinking?

BLS projects growth of 7.7% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 196,000 jobs in 2035. It expects about 9,600 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many people do this job?

About 180,000 people in the U.S., roughly 0.12% of all workers (BLS, May 2025). That makes it the 185th largest of the 796 jobs on this site. BLS expects about 196,000 in 2035.

What do you need to become one?

The most common requirement is a bachelor's degree: about 55% of people in the job said so in the official O*NET survey. O*NET rates the job at level 4 of 5 for preparation, which usually means: bachelor's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Programming, Technology Design, Systems Evaluation, Systems Analysis
  • Get strong at the parts of the job that stay with people (listed above), which take 6h 1m of a typical shift
  • Tools employers list: Structured query language SQL, Python, Oracle Java, Microsoft PowerShell, Microsoft Office software
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What similar jobs could I move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Computer Systems Engineers/Architects (3h 8m touched, $117k median pay)
  • Network and Computer Systems Administrators (2h 56m touched, $99k median pay)
  • Information Security Engineers (17m touched, $117k median pay)
  • Computer Systems Analysts (3h 6m touched, $106k median pay)
  • Telecommunications Engineering Specialists (1h 40m touched, $134k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 7 observed in real AI use, 26 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Structured query language SQL
  • Python
  • Oracle Java
  • Microsoft PowerShell
  • Microsoft Office software
  • Microsoft Excel
  • Microsoft Azure software
  • Linux

Also called

Cloud Architect, Cloud Network Engineer, Computer Network Analyst, Computer Network Engineer, Computer Network Technologist, Data Communications Analyst, Enterprise Architect, IT Analyst (Information Technology Analyst), IT Network Engineer (Information Technology Network Engineer), Internetworking Technician (Internetworking Tech), NOC Engineer (Network Operations Center Engineer), Network Analyst, Network Architect, Network Computer Consultant