# Companies using TensorFlow Serving

841 companies in our data use TensorFlow Serving, and 604 of them name it in job posts they wrote. 565 job posts named it from October 2025 to August 2026. AI Engineer is the role that names it most often.

Data as of November 9, 2026. Source: Sumble.

## Which companies name TensorFlow Serving in the most job posts?

The five companies with the most job posts naming TensorFlow Serving are BJAK, Evernorth Health Services, Plain Concepts, MBBank and Visa. Plain Concepts has named it in job posts the longest of the five companies in the table, since October 2023.

| Company | Job posts | Recent job post |
|---|---:|---|
| [BJAK](https://sumble.com/orgs/bjak) | 73 | "Experience deploying ML models using tools like FastAPI, Flask, or TensorFlow Serving" (founding ai engineer (remote), Nov 27, 2025) |
| [Evernorth Health Services](https://sumble.com/orgs/alegis-care) | 57 | "Model Deployment: Experience with deploying models using services like TensorFlow Serving, TorchServe, or cloud-based solutions (e.g., AWS SageMaker, Google AI Platform)." (Software Engineering Associate Advisor - HIH - Evernorth, Aug 20, 2026) |
| [Plain Concepts](https://sumble.com/orgs/plain-concepts) | 51 | "Knowledge of TensorFlow Lite, TensorFlow Serving, gRPC, and unit testing." (data scientist, Oct 6, 2026) |
| [MBBank](https://sumble.com/orgs/mb-bank) | 41 | "Git and Git Flow, Docker/Kubernetes, Kubeflow/MLFlow, Triton Server/TensorFlow Serving" (Senior AI Engineer (Computer Vision/NLP/LLM) - Information Technology Department (2026td450878), Sep 26, 2026) |
| [Visa](https://sumble.com/orgs/visa) | 27 | "Additional Skills (Plus) Exposure to model serving and inference engines such as TensorFlow Serving, Triton Inference Server, or similar technologies." (Staff Machine Learning Scientist, Sep 1, 2026) |

## Is hiring for TensorFlow Serving growing?

0.18 in every 10,000 job posts named TensorFlow Serving from June to August 2026, against 0.25 from March to May. These are small numbers of job posts, so a few companies can move them.

| Month | Job posts naming it | All job posts | Per 10,000 job posts |
|---|---:|---:|---:|
| Oct 2025 | 74 | 1,413,673 | 0.52 |
| Nov 2025 | 100 | 1,822,119 | 0.55 |
| Dec 2025 | 38 | 1,236,103 | 0.31 |
| Jan 2026 | 51 | 1,828,002 | 0.28 |
| Feb 2026 | 64 | 1,856,647 | 0.34 |
| Mar 2026 | 51 | 1,850,711 | 0.28 |
| Apr 2026 | 48 | 1,728,886 | 0.28 |
| May 2026 | 37 | 1,821,509 | 0.20 |
| Jun 2026 | 41 | 1,909,496 | 0.21 |
| Jul 2026 | 31 | 1,815,180 | 0.17 |
| Aug 2026 | 30 | 1,835,698 | 0.16 |

## How many companies named TensorFlow Serving in a job post for the first time in recent months?

Job posts named TensorFlow Serving for the first time at 25 companies from June to August 2026, against 27 from March to May. From October 2025 to August 2026, 117 companies named it in a job post for the first time.

| Period | Companies naming it in a job post for the first time |
|---|---:|
| March to May 2026 | 27 |
| June to August 2026 | 25 |
| October 2025 to August 2026 | 117 |

Companies whose first job post naming it appeared in that period. Recruiters, staffing firms and job boards are left out.

## How do we know which companies use TensorFlow Serving?

604 of the 841 companies name TensorFlow Serving in their own job posts. 237 come from employees' profiles alone.

| How we know | Companies | Share |
|---|---:|---:|
| Job posts name TensorFlow Serving | 604 | 72% |
| Employees' profiles list TensorFlow Serving | 237 | 28% |

## What size are the companies that use TensorFlow Serving?

TensorFlow Serving's users look like the average tech page by size. The largest group is companies with 50 to 999 employees, at 34%. 232 of its companies have more than 5,000 employees.

| Size | Share | Typical tech page |
|---|---:|---:|
| Under 50 employees | 23% | 22% |
| 50 to 999 | 34% | 38% |
| 1,000 to 5,000 | 15% | 17% |
| Over 5,000 | 28% | 23% |

## Where are TensorFlow Serving companies based?

The United States has the most TensorFlow Serving companies (44%), but India stands out: 13% of them, against 6.9% on the typical tech page. France is less common than usual, at 3% against 4.6% on the typical tech page.

| Country | Companies | Share | Typical tech page |
|---|---:|---:|---:|
| United States | 354 | 44% | 43% |
| India | 103 | 13% | 6.9% |
| United Kingdom | 45 | 5.6% | 6.4% |
| Germany | 31 | 3.9% | 4.4% |
| France | 24 | 3% | 4.6% |
| Canada | 17 | 2.1% | 3.6% |

## Which teams work with TensorFlow Serving?

Job posts for TensorFlow Serving point to AI teams far more than any other, at 10 companies.

| Team | Companies |
|---|---:|
| AI | 10 |
| AI COE | 5 |
| AI engineering | 5 |
| ML platform | 5 |
| AI/ML | 4 |
| Applied intelligence personalization | 4 |

## Which roles mention TensorFlow Serving most?

AI Engineer is the most common role, in 28% of job posts naming TensorFlow Serving. Software Engineer is second, at 15%.

| Role | Share | Oct 2025 to Aug 2026 | Mar to May 2026 | Jun to Aug 2026 |
|---|---:|---:|---:|---:|
| AI Engineer | 28% | 161 | 29 | 23 |
| Software Engineer | 15% | 84 | 20 | 11 |
| Machine Learning | 11% | 64 | 13 | 15 |
| MLOps Engineer | 10% | 57 | 12 | 7 |
| Data Engineer | 3.9% | 22 | 7 | 6 |
| Data Scientist | 3.7% | 21 | 4 | 2 |

## Which companies started naming TensorFlow Serving in job posts recently?

32 companies with 50 or more employees started naming TensorFlow Serving in job posts between April and August 2026. 13 of them have more than 5,000 employees. MANTECH leads the new enterprise companies, with 5 job posts from April to August.

| Group | Company | Job posts, April to August 2026 |
|---|---|---:|
| Commercial | [InPost España](https://sumble.com/orgs/inpost-spain) | 3 |
| Commercial | [Novacomp](https://sumble.com/orgs/novacomp) | 1 |
| Commercial | [Tinder](https://sumble.com/orgs/tinder) | 1 |
| Commercial | [Thakral One](https://sumble.com/orgs/thakral-one) | 1 |
| Commercial | [Mr D](https://sumble.com/orgs/mr-d) | 1 |
| Mid-market | [Cactus Communications](https://sumble.com/orgs/cactus-communications-services) | 4 |
| Mid-market | [Unity](https://sumble.com/orgs/unity-technologies) | 3 |
| Mid-market | [Global](https://sumble.com/orgs/global-media-&-entertainment) | 2 |
| Mid-market | [Match Group](https://sumble.com/orgs/match-group) | 1 |
| Mid-market | [Land Niedersachsen](https://sumble.com/orgs/land-niedersachsen) | 1 |
| Enterprise | [MANTECH](https://sumble.com/orgs/mantech-international) | 5 |
| Enterprise | [Booz Allen Hamilton](https://sumble.com/orgs/booz-allen-hamilton) | 3 |
| Enterprise | [FPT Corporation](https://sumble.com/orgs/fpt) | 3 |
| Enterprise | [Ares Management](https://sumble.com/orgs/ares-management) | 3 |
| Enterprise | [Fractal](https://sumble.com/orgs/fractal-analytics) | 3 |

Companies that named TensorFlow Serving in a job post for the first time between April and August 2026, ranked by their job posts in those months. AI-native companies get a group of their own, whatever their size. Recruiters and job boards are left out.

## What else do TensorFlow Serving companies use?

41% of TensorFlow Serving companies also use TorchServe, against 0.14% of similar companies. Next is Seldon: 6.3% of these companies use it, against 0.08% of similar ones.

| Tool | Companies | Also name it | Typical | Times as common |
|---|---:|---:|---:|---:|
| TorchServe | 157 | 41% | 0.14% | 298 times |
| Seldon | 24 | 6.3% | 0.08% | 78 times |
| KServe | 33 | 8.7% | 0.12% | 75 times |
| NVIDIA Triton | 115 | 30% | 0.49% | 62 times |
| ONNX | 84 | 22% | 0.5% | 44 times |
| DVC | 60 | 16% | 0.39% | 41 times |
| Weights & Biases | 56 | 15% | 0.44% | 34 times |
| DeepSpeed | 24 | 6.3% | 0.19% | 34 times |

Shares are out of the 381 companies whose job posts name TensorFlow Serving, not counting firms whose job posts name almost every technology.

## Which project themes come up in TensorFlow Serving job posts?

147 job posts naming TensorFlow Serving describe Generative AI work. Apart from broad digital transformation work, Cloud Cost Optimization comes next, with 87.

| Project theme | Job posts |
|---|---:|
| Generative AI | 147 |
| Digital Transformation | 138 |
| Cloud Cost Optimization | 87 |
| Microservices Migration | 29 |

## About this data

Sumble built this page. Sumble gives sales, marketing and other GTM teams technographics and hiring signals for the companies they sell to: the technologies each company uses, which teams are hiring and for what, and who reports to whom. That helps a team know who to contact, why now, and what to say.

Sumble covers more than 3.6 million companies, 93 million job posts collected since 2022 and 194 million employee profiles, and tracks more than 37,000 technologies. It finds which technologies a company uses by reading its job posts and its employees' public profiles.

Sumble has a free plan, and the same data is available through its API and MCP server.

A company counts when its own job posts or its employees' public profiles name the technology. Hiring is that technology's share of all job posts collected each month. Quotes are copied word for word from the companies' job posts.

Every figure on this page comes from Sumble's own analysis, and you won't find it outside Sumble.