OutcomesAI tech stack

OutcomesAI builds mostly with Python. Its stack also includes MLFlow, Deepgram, Triton, Kaldi. Python is named in 3 of the 3 job postings OutcomesAI published in the last 12 months (100%). Counted by Alion from the job postings of OutcomesAI, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
43
Postings analysed
3
Open now
3
Modernity
81 /100

What programming languages does OutcomesAI use?

Python is named in 100% of job postings at OutcomesAI.

Python 3 100% optional · 3 open now · since Nov 2025

What frameworks and libraries does OutcomesAI use?

Triton is named in 67% of job postings at OutcomesAI, followed by Kaldi (67%), NVIDIA NeMo (67%), PyTorch (67%).

Triton 2 67% required in 50% · 2 open now · since Nov 2025
Kaldi 2 67% optional · 2 open now · since Nov 2025
NVIDIA NeMo 2 67% optional · 2 open now · since Nov 2025
PyTorch 2 67% optional · 2 open now · since Nov 2025
Transformers 1 33% optional · 1 open now · since Nov 2025

What cloud and platforms does OutcomesAI use?

MLFlow is named in 100% of job postings at OutcomesAI, followed by Deepgram (67%), Hugging Face (67%), LiveKit (67%).

MLFlow 3 100% required in 100% · 3 open now · since Nov 2025
Deepgram 2 67% required in 100% · 2 open now · since Nov 2025
Hugging Face 2 67% optional · 2 open now · since Nov 2025
LiveKit 2 67% optional · 2 open now · since Nov 2025
ElevenLabs 1 33% required in 100% · 1 open now · since Nov 2025
Kubernetes 1 33% required in 100% · 1 open now · since Nov 2025
AWS 1 33% optional · 1 open now · since Nov 2025
Azure 1 33% optional · 1 open now · since Nov 2025
Show all (12)
Dify1
GCP1
Grafana1
vLLM1

What developer tools does OutcomesAI use?

WebRTC is named in 67% of job postings at OutcomesAI, followed by TensorRT (33%), Triton Inference Server (33%), Docker (33%).

WebRTC 2 67% optional · 2 open now · since Nov 2025
TensorRT 1 33% required in 100% · 1 open now · since Nov 2025
Triton Inference Server 1 33% required in 100% · 1 open now · since Nov 2025
Docker 1 33% optional · 1 open now · since Nov 2025
Prometheus 1 33% optional · 1 open now · since Nov 2025

What AI and ML technologies does OutcomesAI use?

LLM is named in 100% of job postings at OutcomesAI, followed by Whisper (67%), LoRA (67%), PEFT (67%).

LLM 3 100% required in 100% · 3 open now · since Nov 2025
Whisper 2 67% required in 100% · 2 open now · since Nov 2025
LoRA 2 67% required in 50% · 2 open now · since Nov 2025
PEFT 2 67% required in 50% · 2 open now · since Nov 2025
QLoRA 1 33% required in 100% · 1 open now · since Nov 2025

Which engineering practices does OutcomesAI ask for?

Text-to-Speech is named in 100% of job postings at OutcomesAI, followed by Speech Recognition (100%), Fine-tuning (67%), Quantization (67%).

Text-to-Speech 3 100% required in 100% · 3 open now · since Nov 2025
Speech Recognition 3 100% required in 67% · 3 open now · since Nov 2025
Fine-tuning 2 67% required in 100% · 2 open now · since Nov 2025
Quantization 2 67% required in 50% · 2 open now · since Nov 2025
CI/CD 1 33% required in 100% · 1 open now · since Nov 2025
DPO 1 33% required in 100% · 1 open now · since Nov 2025
Edge AI 1 33% required in 100% · 1 open now · since Nov 2025
KV Cache 1 33% required in 100% · 1 open now · since Nov 2025
Show all (15)
RLHF1
Synthetic Data1
Function Calling1
Hallucination1
Multimodal AI1
SFT1
Tool Use1

What does each OutcomesAI team work with?

The technologies each team's postings require most often, with the number of postings that require them.

AI/ML

3 postings
LLM3
MLFlow3
Deepgram2
Whisper2

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How is the OutcomesAI stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

Not named for 6 months
LLMNov 2025
MLFlowNov 2025
Text-to-SpeechNov 2025
Speech RecognitionNov 2025
PythonNov 2025
DeepgramNov 2025
Fine-tuningNov 2025
WhisperNov 2025

How modern is the OutcomesAI stack?

Cutting-edge AI adopter 81/100

OutcomesAI scores 81 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 5; legacy ones: 0.

Questions about the OutcomesAI tech stack

What programming languages does OutcomesAI use?

The languages named in OutcomesAI job postings are Python (100%), as a share of the 3 postings of the last 12 months.

Does OutcomesAI use Triton?

Yes. Triton is named in 2 of 3 job postings (67%) and required in 1 of them.

What cloud and platforms does OutcomesAI use?

The cloud and platforms named in OutcomesAI job postings are MLFlow (3), Deepgram (2), Hugging Face (2) (postings in brackets).

What skills do you need for a AI/ML job at OutcomesAI?

AI/ML postings at OutcomesAI most often require LLM (3), MLFlow (3), Deepgram (2), Whisper (2), out of 3 postings in the last 12 months.

Is the OutcomesAI tech stack changing?

No new technology has appeared in OutcomesAI job postings in the last six months.

How modern is the OutcomesAI tech stack?

OutcomesAI scores 81 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 5; legacy ones: 0.

How does Alion know the OutcomesAI tech stack?

Alion reads every job posting OutcomesAI publishes and tags the technologies each one names. The figures on this page count the 3 postings of the last 12 months and were updated on Sep 29, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "OutcomesAI tech stack: 43 technologies from 3 job postings", as of Sep 29, 2026. https://alion.io/company/outcomes/technologies

Licence: CC BY-SA 4.0JSON