diff --git a/jsonformer/main_no_tokens.py b/jsonformer/main_no_tokens.py
new file mode 100644
index 0000000..3057778
--- /dev/null
+++ b/jsonformer/main_no_tokens.py
@@ -0,0 +1,169 @@
+from typing import List, Union, Dict, Any
+import json, re
+
+class JsonformerNoTokens:
+    value: Dict[str, Any] = {}
+
+    def __init__(
+        self,
+        model: object,
+        json_schema: Dict[str, Any],
+        prompt: str,
+        debug: bool = False,
+        max_array_length: int = 10,
+        max_number_tokens: int = 6,
+        temperature: float = 0.1,
+        max_string_token_length: int = 10,
+    ):
+        self.model = model
+        self.json_schema = json_schema
+        self.prompt = prompt
+
+        self.generation_marker = "|GENERATION|"
+        self.debug_on = debug
+        self.max_array_length = max_array_length
+
+        self.max_number_tokens = max_number_tokens
+        self.temperature = temperature
+        self.max_string_token_length = max_string_token_length
+
+    def debug(self, *args, **kwargs):
+        if self.debug_on:
+            print(*args, **kwargs)
+
+    def generate_number(self, temperature: Union[float, None] = None, iterations=0):
+        prompt = self.get_prompt()
+        self.debug("[generate_number] prompt", prompt)
+        response = self.model.generate(
+            prompt,
+            max_new_tokens=self.max_number_tokens,
+            stop=['",'],
+            temperature=temperature or self.temperature,
+        )
+        self.debug("[generate_number] response", response)
+
+        try:
+            numbers = re.finditer(r"\d+(\.\d+)*", response)
+            number = next(numbers).group(0)
+            if "." in number:
+                return float(response)
+            return int(number)
+        except (ValueError, StopIteration):
+            self.debug(f"[generate_number] FAILED")
+            if iterations > 3:
+                raise ValueError("Failed to generate a valid number")
+
+            return self.generate_number(
+                temperature=self.temperature * 1.3, iterations=iterations + 1
+            )
+
+    def generate_boolean(self) -> bool:
+        prompt = self.get_prompt()
+        self.debug("[generate_boolean] prompt", prompt)
+
+        next_most_likely_token = self.model.get_next_most_likely_token(prompt)
+
+        if next_most_likely_token.lower() in ["true", "1"]:
+            return True
+        elif next_most_likely_token.lower() in ["false", "0"]:
+            return False
+        else:
+            print("Failed to generate a valid boolean value")
+            return None
+
+    def generate_string(self) -> str:
+        prompt = self.get_prompt()
+        self.debug("[generate_string] prompt", prompt)
+        response = self.model.generate(
+            prompt,
+            max_new_tokens=self.max_string_token_length,
+            stop=['",'],
+            temperature=self.temperature,
+        )
+
+        self.debug("[generate_string] response", response)
+        split = response.split('"')
+        assert len(split) >= 2
+
+        return split[1].strip()
+
+    def generate_object(self, properties: Dict[str, Any], obj: Dict[str, Any]) -> Dict[str, Any]:
+        # self.debug("[generate_object] properties", properties)
+        for key, schema in properties.items():
+            obj[key] = self.generate_value(schema, obj, key)
+        return obj
+
+    def generate_value(
+        self,
+        schema: Dict[str, Any],
+        obj: Union[Dict[str, Any], List[Any]],
+        key: Union[str, None] = None,
+    ) -> Any:
+        schema_type = schema["type"]
+        if schema_type == "number":
+            if key:
+                obj[key] = self.generation_marker
+            else:
+                obj.append(self.generation_marker)
+            return self.generate_number()
+        elif schema_type == "boolean":
+            if key:
+                obj[key] = self.generation_marker
+            else:
+                obj.append(self.generation_marker)
+            return self.generate_boolean()
+        elif schema_type == "string":
+            if key:
+                obj[key] = self.generation_marker
+            else:
+                obj.append(self.generation_marker)
+            return self.generate_string()
+        elif schema_type == "array":
+            new_array = []
+            obj[key] = new_array
+            return self.generate_array(schema["items"], new_array)
+        elif schema_type == "object":
+            new_obj = {}
+            if key:
+                obj[key] = new_obj
+            else:
+                obj.append(new_obj)
+            return self.generate_object(schema["properties"], new_obj)
+        else:
+            raise ValueError(f"Unsupported schema type: {schema_type}")
+
+    def generate_array(self, item_schema: Dict[str, Any], obj: Dict[str, Any]) -> list:
+        for _ in range(self.max_array_length):
+            element = self.generate_value(item_schema, obj)
+            obj[-1] = element
+
+            obj.append(self.generation_marker)
+            input_prompt = self.get_prompt()
+            obj.pop()
+            next_most_likely_token = self.model.get_next_most_likely_token(input_prompt)
+            if next_most_likely_token == "]":
+                break
+
+        return obj
+
+    def get_prompt(self):
+        template = """{prompt}\nOutput result in the following JSON schema format, one value at a time, do not continue the JSON:\n{schema}\nResult: {progress}"""
+        progress = json.dumps(self.value)
+        gen_marker_index = progress.find(f'"{self.generation_marker}"')
+        if gen_marker_index != -1:
+            progress = progress[:gen_marker_index]
+        else:
+            raise ValueError("Failed to find generation marker")
+
+        prompt = template.format(
+            prompt=self.prompt,
+            schema=json.dumps(self.json_schema),
+            progress=progress,
+        )
+
+        return prompt
+
+    def __call__(self) -> Dict[str, Any]:
+        self.value = {}
+        generated_data = self.generate_object(self.json_schema["properties"], self.value)
+        return generated_data
diff --git a/jsonformer/openai.py b/jsonformer/openai.py
new file mode 100644
index 0000000..37eec9f
--- /dev/null
+++ b/jsonformer/openai.py
@@ -0,0 +1,98 @@
+from typing import Optional
+import os
+
+import openai
+from transformers import PreTrainedTokenizer
+
+openai.api_key = os.getenv("OPENAI_API_KEY")
+
+
+GENERATION_MARKER = "|GENERATION|"
+
+
+class OpenAIModel:
+    def __init__(self, model_id: str = "text-curie-001", debug: bool = False):
+        self.model_id = model_id
+        self.debug_on = debug
+
+    def __request(
+        self,
+        prompt: str,
+        max_new_tokens: Optional[int] = None,
+        temperature: Optional[float] = None,
+        logprobs: Optional[int] = None,
+        **kwargs,
+    ):
+        response = openai.Completion.create(
+            model=self.model_id,
+            prompt=prompt,
+            temperature=temperature,
+            max_tokens=max_new_tokens,
+            logprobs=logprobs,
+        )
+        self.debug(response)
+        return response
+
+    def __clean_initial_new_lines(self, text: str):
+        # models often start responses with new lines
+        while text.startswith("\n"):
+            text = text[1:]
+        return text
+
+    def debug(self, *args, **kwargs):
+        if self.debug_on:
+            print(*args, **kwargs)
+
+    def generate(
+        self,
+        prompt: str,
+        max_new_tokens: Optional[int] = None,
+        temperature: Optional[float] = None,
+        **kwargs,
+    ):
+        response = self.__request(prompt, max_new_tokens=max_new_tokens, temperature=temperature)
+        return self.__clean_initial_new_lines(response.choices[0].text)
+
+    def get_next_most_likely_token(
+        self,
+        prompt: str,
+    ):
+        response = self.__request(prompt, logprobs=1)
+        for obj in response.choices[0].logprobs.top_logprobs:
+            # sorted from the most likely like so: [{"token": "logprob"}]
+            if "\n" in obj:
+                continue
+            return list(obj.keys())[0]
+
+class OpenAITokenizer(PreTrainedTokenizer):
+    def __init__(self, model_id: str, **kwargs):
+        '''
+        There's no word boundary tokens here.
+        Therefore decoding into words is not possible, e.g. "colors" -> [2134, 4124] -> "col ors"
+        '''
+        import tiktoken
+        from collections import OrderedDict
+        super().__init__(**kwargs)
+        self.tokenizer = tiktoken.encoding_for_model(model_id)
+        self.__load_vocab()
+        self.ids_to_tokens = OrderedDict({id: token for token, id in self.vocab.items()})
+
+    def __load_vocab(self):
+        self.vocab = {}
+        for byte_token in self.tokenizer.token_byte_values():
+            token_id = self.tokenizer.encode_single_token(byte_token)
+            str_token = self.tokenizer.decode([token_id])
+            self.vocab[str_token] = token_id
+
+    def _tokenize(self, text: str, **kwargs):
+        token_ids = self.tokenizer.encode(text)
+        return [self.tokenizer.decode([token_id]) for token_id in token_ids]
+
+    def _convert_token_to_id(self, token: str):
+        return self.vocab[token]
+
+    def _convert_id_to_token(self, id: int):
+        return self.ids_to_tokens[id]
+
+    def get_vocab(self):
+        return self.vocab
diff --git a/poetry.lock b/poetry.lock
index 80fc3e0..070af31 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -29,6 +29,130 @@ test-prod = ["parameterized", "pytest", "pytest-subtests", "pytest-xdist"]
 test-trackers = ["comet-ml", "tensorboard", "wandb"]
 testing = ["datasets", "deepspeed", "evaluate", "parameterized", "pytest", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "tqdm", "transformers"]
 
+[[package]]
+name = "aiohttp"
+version = "3.8.4"
+description = "Async http client/server framework (asyncio)"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
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+category = "dev"
+optional = false
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 version = "0.1.3"
@@ -59,6 +183,37 @@ six = "*"
 [package.extras]
 test = ["astroid", "pytest"]
 
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 version = "0.2.0"
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 version = "2023.4.0"
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 [[package]]
 name = "ipython"
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 tests = ["pytest (>=4.6)"]
 
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 wheel = "*"
 
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 python-versions = ">=3.8.0"
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 [[package]]
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 test = ["pytest (>=6.0.0)"]
 
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+    {file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [[package]]
 name = "zipp"
 version = "3.15.0"
@@ -1871,4 +2319,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "8c7bb9682460db864401c9bf6f9f1b824282fa509f8ced718ebb1f60546791e9"
+content-hash = "f6ab7e6b4870a1f8641a896cec8d604abd39dfc9e16b62fe369692b12351e2b1"
diff --git a/pyproject.toml b/pyproject.toml
index f82c20f..6a07306 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,6 +15,7 @@ torch = "^2.0.0"
 accelerate = "^0.18.0"
 bitsandbytes = "^0.38.1"
 transformers = "^4.27.4"
+openai = "^0.27.6"
 
 
 [build-system]
diff --git a/tests/test_openai.py b/tests/test_openai.py
new file mode 100644
index 0000000..ab5688f
--- /dev/null
+++ b/tests/test_openai.py
@@ -0,0 +1,69 @@
+from jsonformer.format import highlight_values
+
+from jsonformer.main_no_tokens import JsonformerNoTokens
+from jsonformer.openai import OpenAIModel
+
+car = {
+    "type": "object",
+    "properties": {
+        "car": {
+            "type": "object",
+            "properties": {
+                "make": {"type": "string"},
+                "model": {"type": "string"},
+                "year": {"type": "number"},
+                "colors": {"type": "array", "items": {"type": "string"}},
+                "features": {
+                    "type": "object",
+                    "properties": {
+                        "audio": {
+                            "type": "object",
+                            "properties": {
+                                "brand": {"type": "string"},
+                                "speakers": {"type": "number"},
+                                "hasBluetooth": {"type": "boolean"},
+                            },
+                        },
+                        "safety": {
+                            "type": "object",
+                            "properties": {
+                                "airbags": {"type": "number"},
+                                "parkingSensors": {"type": "boolean"},
+                                "laneAssist": {"type": "boolean"},
+                            },
+                        },
+                        "performance": {
+                            "type": "object",
+                            "properties": {
+                                "engine": {"type": "string"},
+                                "horsepower": {"type": "number"},
+                                "topSpeed": {"type": "number"},
+                            },
+                        },
+                    },
+                },
+            },
+        },
+        "owner": {
+            "type": "object",
+            "properties": {
+                "firstName": {"type": "string"},
+                "lastName": {"type": "string"},
+                "age": {"type": "number"},
+            },
+        },
+    },
+}
+
+builder = JsonformerNoTokens(
+    model=OpenAIModel("text-curie-001", debug=False),
+    json_schema=car,
+    prompt="Generate a car object with the following schema:",
+    temperature=0.9,
+    debug=True,
+)
+
+print("Generating...")
+output = builder()
+
+highlight_values(output)